[
  {
    "id": "AIARC_00001",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00002",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00003",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00004",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00005",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00006",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00007",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00008",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00009",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00010",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00011",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00012",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00013",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00014",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00015",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00016",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00017",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00018",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00019",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00020",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00021",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00022",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00023",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00024",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00025",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00026",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00027",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00028",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00029",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00030",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00031",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00032",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00033",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00034",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00035",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00036",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00037",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00038",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00039",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00040",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00041",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00042",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00043",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00044",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00045",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00046",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00047",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00048",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00049",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00050",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00051",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00052",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00053",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00054",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00055",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00056",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00057",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00058",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00059",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00060",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00061",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00062",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00063",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00064",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00065",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00066",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00067",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00068",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00069",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00070",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00071",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00072",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00073",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00074",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00075",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00076",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00077",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00078",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00079",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00080",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00081",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00082",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00083",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00084",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00085",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00086",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00087",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00088",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00089",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00090",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00091",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00092",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00093",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00094",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00095",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00096",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00097",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00098",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00099",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00100",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00101",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00102",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00103",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00104",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00105",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00106",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00107",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00108",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00109",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00110",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00111",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00112",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00113",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00114",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00115",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00116",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00117",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00118",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00119",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00120",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00121",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00122",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00123",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00124",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00125",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00126",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00127",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00128",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00129",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00130",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00131",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00132",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00133",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00134",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00135",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00136",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00137",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00138",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00139",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00140",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00141",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00142",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00143",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00144",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00145",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00146",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00147",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00148",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00149",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00150",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00151",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00152",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00153",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00154",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00155",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00156",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00157",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00158",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00159",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00160",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00161",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00162",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00163",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00164",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00165",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00166",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00167",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00168",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00169",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00170",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00171",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00172",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00173",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00174",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00175",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00176",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00177",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00178",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00179",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00180",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00181",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00182",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00183",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00184",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00185",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00186",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00187",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00188",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00189",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00190",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00191",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00192",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00193",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00194",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00195",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00196",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00197",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00198",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00199",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00200",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00201",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00202",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00203",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00204",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00205",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00206",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00207",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00208",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00209",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00210",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00211",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00212",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00213",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00214",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00215",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00216",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00217",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00218",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00219",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00220",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00221",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00222",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00223",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00224",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00225",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00226",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00227",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00228",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00229",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00230",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00231",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00232",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00233",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00234",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00235",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00236",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00237",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00238",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00239",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00240",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00241",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00242",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00243",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00244",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00245",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00246",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00247",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00248",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00249",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00250",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00251",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00252",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00253",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00254",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00255",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00256",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00257",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00258",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00259",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00260",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00261",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00262",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00263",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00264",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00265",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00266",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00267",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00268",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00269",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00270",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00271",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00272",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00273",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00274",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00275",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00276",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00277",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00278",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00279",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00280",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00281",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00282",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00283",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00284",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00285",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00286",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00287",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00288",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00289",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00290",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00291",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00292",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00293",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00294",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00295",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00296",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00297",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00298",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00299",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00300",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00301",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00302",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00303",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00304",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00305",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00306",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00307",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00308",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00309",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00310",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00311",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00312",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00313",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00314",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00315",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00316",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00317",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00318",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00319",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00320",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00321",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00322",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00323",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00324",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00325",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00326",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00327",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00328",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00329",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00330",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00331",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00332",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00333",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00334",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00335",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00336",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00337",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00338",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00339",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00340",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00341",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00342",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00343",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00344",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00345",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00346",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00347",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00348",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00349",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00350",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00351",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00352",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00353",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00354",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00355",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00356",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00357",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00358",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00359",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00360",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00361",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00362",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00363",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00364",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00365",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00366",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00367",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00368",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00369",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00370",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00371",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00372",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00373",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00374",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00375",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00376",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00377",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00378",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00379",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00380",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00381",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00382",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00383",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00384",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00385",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00386",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00387",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00388",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00389",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00390",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00391",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00392",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00393",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00394",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00395",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00396",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00397",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00398",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00399",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00400",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00401",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00402",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00403",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00404",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00405",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00406",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00407",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00408",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00409",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00410",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00411",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00412",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00413",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00414",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00415",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00416",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00417",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00418",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00419",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00420",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00421",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00422",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00423",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00424",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00425",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00426",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00427",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00428",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00429",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00430",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00431",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00432",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00433",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00434",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00435",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00436",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00437",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00438",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00439",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00440",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00441",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00442",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00443",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00444",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00445",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00446",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00447",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00448",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00449",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00450",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00451",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00452",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00453",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00454",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00455",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00456",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00457",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00458",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00459",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00460",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00461",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00462",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00463",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00464",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00465",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00466",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00467",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00468",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00469",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00470",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00471",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00472",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00473",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00474",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00475",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00476",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00477",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00478",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00479",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00480",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00481",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00482",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00483",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00484",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00485",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00486",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00487",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00488",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00489",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00490",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00491",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00492",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00493",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00494",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00495",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00496",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00497",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00498",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00499",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00500",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00501",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00502",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00503",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00504",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00505",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00506",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00507",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00508",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00509",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00510",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00511",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00512",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00513",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00514",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00515",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00516",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00517",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00518",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00519",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00520",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00521",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00522",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00523",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00524",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00525",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00526",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00527",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00528",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00529",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00530",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00531",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00532",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00533",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00534",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00535",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00536",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00537",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00538",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00539",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00540",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00541",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00542",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00543",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00544",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00545",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00546",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00547",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00548",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00549",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00550",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00551",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00552",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00553",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00554",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00555",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00556",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00557",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00558",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00559",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00560",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00561",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00562",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00563",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00564",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00565",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00566",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00567",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00568",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00569",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00570",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00571",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00572",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00573",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00574",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00575",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00576",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00577",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00578",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00579",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00580",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00581",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00582",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00583",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00584",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00585",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00586",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00587",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00588",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00589",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00590",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00591",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00592",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00593",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00594",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00595",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00596",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00597",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00598",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00599",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00600",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00601",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00602",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00603",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00604",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00605",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00606",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00607",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00608",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00609",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00610",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00611",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00612",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00613",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00614",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00615",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00616",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00617",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00618",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00619",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00620",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00621",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00622",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00623",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00624",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00625",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00626",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00627",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00628",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00629",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00630",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00631",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00632",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00633",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00634",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00635",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00636",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00637",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00638",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00639",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00640",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00641",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00642",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00643",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00644",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00645",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00646",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00647",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00648",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00649",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00650",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00651",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00652",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00653",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00654",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00655",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00656",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00657",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00658",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00659",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00660",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00661",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00662",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00663",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00664",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00665",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00666",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00667",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00668",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00669",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00670",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00671",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00672",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00673",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00674",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00675",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00676",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00677",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00678",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00679",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00680",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00681",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00682",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00683",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00684",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00685",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00686",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00687",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00688",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00689",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00690",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00691",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00692",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00693",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00694",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00695",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00696",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00697",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00698",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00699",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00700",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00701",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00702",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00703",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00704",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00705",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00706",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00707",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00708",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00709",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00710",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00711",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00712",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00713",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00714",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00715",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00716",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00717",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00718",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00719",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00720",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00721",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00722",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00723",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00724",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00725",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00726",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00727",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00728",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00729",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00730",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00731",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00732",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00733",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00734",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00735",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00736",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00737",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00738",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00739",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00740",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00741",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00742",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00743",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00744",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00745",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00746",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00747",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00748",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00749",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00750",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00751",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00752",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00753",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00754",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00755",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00756",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00757",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00758",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00759",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00760",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00761",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00762",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00763",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00764",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00765",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00766",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00767",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00768",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00769",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00770",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00771",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00772",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00773",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00774",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00775",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00776",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00777",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00778",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00779",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00780",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00781",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00782",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00783",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00784",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00785",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00786",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00787",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00788",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00789",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00790",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00791",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00792",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00793",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00794",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00795",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00796",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00797",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00798",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00799",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00800",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00801",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00802",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00803",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00804",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00805",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00806",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00807",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00808",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00809",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00810",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00811",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00812",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00813",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00814",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00815",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00816",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00817",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00818",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00819",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00820",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00821",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00822",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00823",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00824",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00825",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00826",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00827",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00828",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00829",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00830",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00831",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00832",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00833",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00834",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00835",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00836",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00837",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00838",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00839",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00840",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00841",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00842",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00843",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00844",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00845",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00846",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00847",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00848",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00849",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00850",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00851",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00852",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00853",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00854",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00855",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00856",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00857",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00858",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00859",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00860",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00861",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00862",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00863",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00864",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00865",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00866",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00867",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00868",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00869",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00870",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00871",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00872",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00873",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00874",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00875",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00876",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00877",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00878",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00879",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00880",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00881",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00882",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00883",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00884",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00885",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00886",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00887",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00888",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00889",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00890",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00891",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00892",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00893",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00894",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00895",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00896",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00897",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00898",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00899",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00900",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00901",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00902",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00903",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00904",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00905",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00906",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00907",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00908",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00909",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00910",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00911",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00912",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00913",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00914",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00915",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00916",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00917",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00918",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00919",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00920",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00921",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00922",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00923",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00924",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00925",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00926",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00927",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00928",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00929",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00930",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00931",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00932",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00933",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00934",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00935",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00936",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00937",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00938",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00939",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00940",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00941",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00942",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00943",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00944",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00945",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00946",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00947",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00948",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00949",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00950",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00951",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00952",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00953",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00954",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00955",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00956",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00957",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00958",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00959",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00960",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00961",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00962",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00963",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00964",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00965",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00966",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00967",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00968",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00969",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00970",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00971",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00972",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00973",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the report and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00974",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the profile and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00975",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the cart and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00976",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the order and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00977",
    "category": "architecture",
    "domain": "reports",
    "objective": "Design a monolith solution for a reports platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the cache_key and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00978",
    "category": "architecture",
    "domain": "cache",
    "objective": "Design a microservices solution for a cache platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the job and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00979",
    "category": "architecture",
    "domain": "scheduler",
    "objective": "Design a modular monolith solution for a scheduler platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the event and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00980",
    "category": "architecture",
    "domain": "uploads",
    "objective": "Design a event-driven solution for a uploads platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the payload and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00981",
    "category": "architecture",
    "domain": "webhooks",
    "objective": "Design a CQRS solution for a webhooks platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the file and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00982",
    "category": "architecture",
    "domain": "profiles",
    "objective": "Design a hexagonal solution for a profiles platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the record and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00983",
    "category": "architecture",
    "domain": "checkout",
    "objective": "Design a clean architecture solution for a checkout platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the metric and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00984",
    "category": "architecture",
    "domain": "inventory",
    "objective": "Design a serverless solution for a inventory platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the notification and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00985",
    "category": "architecture",
    "domain": "recommendations",
    "objective": "Design a monolith solution for a recommendations platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the task and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00986",
    "category": "architecture",
    "domain": "audit",
    "objective": "Design a microservices solution for a audit platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the route and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00987",
    "category": "architecture",
    "domain": "logging",
    "objective": "Design a modular monolith solution for a logging platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the service and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00988",
    "category": "architecture",
    "domain": "sync",
    "objective": "Design a event-driven solution for a sync platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the adapter and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00989",
    "category": "architecture",
    "domain": "streaming",
    "objective": "Design a CQRS solution for a streaming platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the handler and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00990",
    "category": "architecture",
    "domain": "exports",
    "objective": "Design a hexagonal solution for a exports platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the controller and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00991",
    "category": "architecture",
    "domain": "imports",
    "objective": "Design a clean architecture solution for a imports platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the repository and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00992",
    "category": "architecture",
    "domain": "payments",
    "objective": "Design a serverless solution for a payments platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the client and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00993",
    "category": "architecture",
    "domain": "messaging",
    "objective": "Design a monolith solution for a messaging platform with low budget.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A monolith approach with clear boundaries around the pipeline and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Monolith improves the low budget story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00994",
    "category": "architecture",
    "domain": "admin",
    "objective": "Design a microservices solution for a admin platform with high throughput.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A microservices approach with clear boundaries around the module and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Microservices improves the high throughput story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00995",
    "category": "architecture",
    "domain": "dashboard",
    "objective": "Design a modular monolith solution for a dashboard platform with strict compliance.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A modular monolith approach with clear boundaries around the invoice and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Modular Monolith improves the strict compliance story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00996",
    "category": "architecture",
    "domain": "billing",
    "objective": "Design a event-driven solution for a billing platform with rapid iteration.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A event-driven approach with clear boundaries around the session and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Event-Driven improves the rapid iteration story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_00997",
    "category": "architecture",
    "domain": "auth",
    "objective": "Design a CQRS solution for a auth platform with multi-tenant.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A CQRS approach with clear boundaries around the token and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Cqrs improves the multi-tenant story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  },
  {
    "id": "AIARC_00998",
    "category": "architecture",
    "domain": "search",
    "objective": "Design a hexagonal solution for a search platform with offline support.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A hexagonal approach with clear boundaries around the queue and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Hexagonal improves the offline support story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 4
  },
  {
    "id": "AIARC_00999",
    "category": "architecture",
    "domain": "analytics",
    "objective": "Design a clean architecture solution for a analytics platform with global scale.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A clean architecture approach with clear boundaries around the worker and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Clean Architecture improves the global scale story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 5
  },
  {
    "id": "AIARC_01000",
    "category": "architecture",
    "domain": "notifications",
    "objective": "Design a serverless solution for a notifications platform with low latency.",
    "requirements": [
      "Scale predictably",
      "Keep observability high",
      "Avoid unnecessary coupling",
      "Support future growth"
    ],
    "recommended_architecture": "A serverless approach with clear boundaries around the parser and core business rules.",
    "components": [
      "API layer",
      "Domain service",
      "Persistence layer",
      "Async worker",
      "Monitoring and alerting"
    ],
    "tradeoffs": "Serverless improves the low latency story, but the team must keep ownership boundaries explicit.",
    "decision_rationale": "Choose the simplest architecture that satisfies the operational and product constraints.",
    "difficulty": 3
  }
]