id stringlengths 11 11 | dataset stringclasses 1
value | brand stringclasses 1
value | task_type stringclasses 8
values | language stringclasses 5
values | difficulty stringclasses 3
values | title stringclasses 49
values | domain stringclasses 8
values | user_story stringclasses 49
values | repo_context stringlengths 56 119 | instruction stringclasses 49
values | reference_solution stringclasses 27
values | evaluation dict | tags listlengths 6 6 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
JT3K-001910 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | hard | Understand schema relationships | ecommerce | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: ml-pipeline. Domain: ecommerce. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"ecommerce",
"persian-friendly"
] |
JT3K-002448 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | typescript | medium | Plan verify-edit cycle | healthtech | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: dashboard-web. Domain: healthtech. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-001636 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | hard | Review an API client | developer-tools | The client mixes transport errors and business errors in one catch block. | Repo: cms-platform. Domain: developer-tools. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"javascript",
"developer-tools",
"persian-friendly"
] |
JT3K-000981 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | typescript | medium | Design client methods | saas | Design a TypeScript client for search, pagination, and retries. | Repo: scheduler. Domain: saas. TypeScript client or Node API layer. | Design a TypeScript API for: Design client methods. Define method names, inputs, and return types. | Prefer explicit types, typed errors, pagination support, and composable options objects. | {
"checks": [
"typed contract",
"clear ergonomics",
"extensibility"
]
} | [
"agentic",
"coding",
"api_design",
"typescript",
"saas",
"persian-friendly"
] |
JT3K-002019 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | easy | Understand schema relationships | fintech | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: chat-agent. Domain: fintech. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"fintech",
"persian-friendly"
] |
JT3K-001112 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | medium | Sequence tool calls | ecommerce | Construct a tool-use plan for fixing an import error across multiple files. | Repo: ecommerce-backend. Domain: ecommerce. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Sequence tool calls. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"ecommerce",
"persian-friendly"
] |
JT3K-000600 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | sql | easy | Fix duplicate aggregation | ecommerce | A query double-counts rows after joining two one-to-many tables. | Repo: mobile-sdk. Domain: ecommerce. SQL analytics pipeline with reporting queries. | Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern. | Deduplicate before aggregating, use correct grain, and be careful with time boundaries. | {
"checks": [
"correct grain",
"no double count",
"boundary handling"
]
} | [
"agentic",
"coding",
"bug_fix",
"sql",
"ecommerce",
"persian-friendly"
] |
JT3K-002077 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | medium | Plan rate limiting | saas | Add a rate limiter design that can scale across multiple workers. | Repo: mobile-sdk. Domain: saas. Python backend exposing JSON APIs. | Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points. | Use explicit request/response schemas, stable error shapes, and version-friendly naming. | {
"checks": [
"clear contract",
"consistent errors",
"future-proof design"
]
} | [
"agentic",
"coding",
"api_design",
"python",
"saas",
"persian-friendly"
] |
JT3K-002859 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | easy | Write tests before implementation | edtech | Create unit tests for a discount calculator covering edge cases and rounding. | Repo: dashboard-web. Domain: edtech. Python package with pytest and typed functions. | Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"edtech",
"persian-friendly"
] |
JT3K-002028 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | medium | Write tests before implementation | infra | Create unit tests for a discount calculator covering edge cases and rounding. | Repo: scheduler. Domain: infra. Python package with pytest and typed functions. | Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"infra",
"persian-friendly"
] |
JT3K-000751 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | easy | Diagnose build failure | saas | A CI script fails because one command exits early and hides the root cause. | Repo: scheduler. Domain: saas. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"saas",
"persian-friendly"
] |
JT3K-001521 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | easy | Map the flow of a request through the service | infra | Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order. | Repo: chat-agent. Domain: infra. Python service with app/, services/, repositories/, tests/. | Explain how this codebase handles the task: Map the flow of a request through the service. Identify the files and modules most likely involved. | 1. Start at the route/controller.
2. Follow service layer calls.
3. Check repository and schema modules.
4. Verify tests that cover the flow. | {
"checks": [
"correct entry point",
"correct data flow",
"relevant files identified"
]
} | [
"agentic",
"coding",
"repo_understanding",
"python",
"infra",
"persian-friendly"
] |
JT3K-000176 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | easy | Understand schema relationships | ecommerce | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: scheduler. Domain: ecommerce. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"ecommerce",
"persian-friendly"
] |
JT3K-000422 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | medium | Coordinate verification | healthtech | Describe a tool sequence that verifies lint, unit tests, and type checks. | Repo: auth-service. Domain: healthtech. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"healthtech",
"persian-friendly"
] |
JT3K-001776 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | sql | medium | Trace missing rows | developer-tools | A dashboard shows missing records after a timezone conversion. | Repo: dashboard-web. Domain: developer-tools. SQL pipeline and dashboard queries. | Trace the data issue: Trace missing rows. Explain likely cause and how to verify the fix. | Check timezone conversion, join cardinality, and filters that remove expected rows. | {
"checks": [
"root cause",
"data verification",
"metric consistency"
]
} | [
"agentic",
"coding",
"debug_trace",
"sql",
"developer-tools",
"persian-friendly"
] |
JT3K-001895 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | easy | Fix timezone parsing | saas | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: scheduler. Domain: saas. Python service uses Pydantic models, DB repositories, and unit tests. | Patch the bug described here: Fix timezone parsing. Return a minimal safe fix and mention any tests to run. | Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case. | {
"checks": [
"bug removed",
"edge case handled",
"regression test suggested"
]
} | [
"agentic",
"coding",
"bug_fix",
"python",
"saas",
"persian-friendly"
] |
JT3K-002841 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | javascript | easy | Design client methods | fintech | Design a TypeScript client for search, pagination, and retries. | Repo: scheduler. Domain: fintech. TypeScript client or Node API layer. | Design a TypeScript API for: Design client methods. Define method names, inputs, and return types. | Prefer explicit types, typed errors, pagination support, and composable options objects. | {
"checks": [
"typed contract",
"clear ergonomics",
"extensibility"
]
} | [
"agentic",
"coding",
"api_design",
"javascript",
"fintech",
"persian-friendly"
] |
JT3K-001080 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | sql | medium | Review a reporting query | healthtech | The query is correct but slow due to an unbounded scan and unnecessary subquery. | Repo: ml-pipeline. Domain: healthtech. SQL reporting and ETL jobs. | Review the SQL for: Review a reporting query. Identify correctness and performance risks. | Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins. | {
"checks": [
"performance risk",
"logic risk",
"clear recommendation"
]
} | [
"agentic",
"coding",
"code_review",
"sql",
"healthtech",
"persian-friendly"
] |
JT3K-000591 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | sql | easy | Review a reporting query | creator-tools | The query is correct but slow due to an unbounded scan and unnecessary subquery. | Repo: scheduler. Domain: creator-tools. SQL reporting and ETL jobs. | Review the SQL for: Review a reporting query. Identify correctness and performance risks. | Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins. | {
"checks": [
"performance risk",
"logic risk",
"clear recommendation"
]
} | [
"agentic",
"coding",
"code_review",
"sql",
"creator-tools",
"persian-friendly"
] |
JT3K-002438 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | javascript | medium | Test a formatter | ecommerce | Write tests for a date formatter that must respect locale and fallback rules. | Repo: ml-pipeline. Domain: ecommerce. JS testing stack with Vitest/Jest and React Testing Library. | Write test cases for: Test a formatter. Start with the edge cases and expected behavior. | Cover input validation, boundary values, async states, and error rendering. | {
"checks": [
"edge coverage",
"async behavior",
"clear expectations"
]
} | [
"agentic",
"coding",
"tdd",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-001691 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | sql | easy | Fix duplicate aggregation | fintech | A query double-counts rows after joining two one-to-many tables. | Repo: cms-platform. Domain: fintech. SQL analytics pipeline with reporting queries. | Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern. | Deduplicate before aggregating, use correct grain, and be careful with time boundaries. | {
"checks": [
"correct grain",
"no double count",
"boundary handling"
]
} | [
"agentic",
"coding",
"bug_fix",
"sql",
"fintech",
"persian-friendly"
] |
JT3K-000845 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Map the flow of a request through the service | infra | Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order. | Repo: ml-pipeline. Domain: infra. Python service with app/, services/, repositories/, tests/. | Explain how this codebase handles the task: Map the flow of a request through the service. Identify the files and modules most likely involved. | 1. Start at the route/controller.
2. Follow service layer calls.
3. Check repository and schema modules.
4. Verify tests that cover the flow. | {
"checks": [
"correct entry point",
"correct data flow",
"relevant files identified"
]
} | [
"agentic",
"coding",
"repo_understanding",
"python",
"infra",
"persian-friendly"
] |
JT3K-000864 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | typescript | hard | Analyze hydration mismatch | ecommerce | A server-rendered page renders different timestamps on client and server. | Repo: mobile-sdk. Domain: ecommerce. Frontend app with hydration and async data flow. | Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix. | Check server/client output mismatches, stale closures, promise handling, and state synchronization. | {
"checks": [
"root cause",
"verification steps",
"frontend-specific diagnosis"
]
} | [
"agentic",
"coding",
"debug_trace",
"typescript",
"ecommerce",
"persian-friendly"
] |
JT3K-000030 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | easy | Plan a repair loop | infra | The agent should read files, run tests, inspect failures, patch code, and re-run checks. | Repo: ml-pipeline. Domain: infra. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Plan a repair loop. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"infra",
"persian-friendly"
] |
JT3K-002593 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | easy | Plan rate limiting | healthtech | Add a rate limiter design that can scale across multiple workers. | Repo: ml-pipeline. Domain: healthtech. Python backend exposing JSON APIs. | Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points. | Use explicit request/response schemas, stable error shapes, and version-friendly naming. | {
"checks": [
"clear contract",
"consistent errors",
"future-proof design"
]
} | [
"agentic",
"coding",
"api_design",
"python",
"healthtech",
"persian-friendly"
] |
JT3K-000597 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | bash | medium | Plan release verification | developer-tools | Run lint, unit tests, packaging, and smoke checks before publishing. | Repo: ecommerce-backend. Domain: developer-tools. Release and verification scripts in bash. | Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate. | List the exact commands in order: inspect files, run targeted checks, then package and smoke test. | {
"checks": [
"command order",
"verification",
"safe execution"
]
} | [
"agentic",
"coding",
"tool_use",
"bash",
"developer-tools",
"persian-friendly"
] |
JT3K-001100 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | sql | medium | Plan migration checks | healthtech | Inspect tables, compare counts, run a diff query, and validate migration impact. | Repo: payments-api. Domain: healthtech. Agent workflow over SQL files and validation queries. | Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output. | Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch. | {
"checks": [
"schema first",
"comparison query",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"sql",
"healthtech",
"persian-friendly"
] |
JT3K-000579 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | sql | hard | Write query tests | healthtech | Create validation cases for a revenue query with month boundaries. | Repo: scheduler. Domain: healthtech. SQL validation and BI dashboards. | Define tests/validation cases for: Write query tests. Include edge and boundary conditions. | Use small fixture tables and validate row counts, null handling, and date windows. | {
"checks": [
"fixtures",
"edge cases",
"row-level expectations"
]
} | [
"agentic",
"coding",
"tdd",
"sql",
"healthtech",
"persian-friendly"
] |
JT3K-001459 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | easy | Write tests before implementation | fintech | Create unit tests for a discount calculator covering edge cases and rounding. | Repo: ecommerce-backend. Domain: fintech. Python package with pytest and typed functions. | Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"fintech",
"persian-friendly"
] |
JT3K-002413 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | hard | Plan verify-edit cycle | edtech | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: cms-platform. Domain: edtech. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"javascript",
"edtech",
"persian-friendly"
] |
JT3K-000898 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | easy | Review a cache helper | fintech | A cache wrapper forgets to namespace keys and can collide across tenants. | Repo: scheduler. Domain: fintech. Python backend with API handlers and background workers. | Review the code for: Review a cache helper. Call out risks and give a practical improvement plan. | Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor. | {
"checks": [
"risk identified",
"actionable fix",
"production awareness"
]
} | [
"agentic",
"coding",
"code_review",
"python",
"fintech",
"persian-friendly"
] |
JT3K-000807 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Find hidden coupling | creator-tools | Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing. | Repo: ecommerce-backend. Domain: creator-tools. Python service with app/, services/, repositories/, tests/. | Explain how this codebase handles the task: Find hidden coupling. Identify the files and modules most likely involved. | 1. Start at the route/controller.
2. Follow service layer calls.
3. Check repository and schema modules.
4. Verify tests that cover the flow. | {
"checks": [
"correct entry point",
"correct data flow",
"relevant files identified"
]
} | [
"agentic",
"coding",
"repo_understanding",
"python",
"creator-tools",
"persian-friendly"
] |
JT3K-001152 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | medium | Review an API client | fintech | The client mixes transport errors and business errors in one catch block. | Repo: analytics-core. Domain: fintech. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"javascript",
"fintech",
"persian-friendly"
] |
JT3K-000204 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | easy | Write tests before implementation | developer-tools | Create unit tests for a discount calculator covering edge cases and rounding. | Repo: mobile-sdk. Domain: developer-tools. Python package with pytest and typed functions. | Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"developer-tools",
"persian-friendly"
] |
JT3K-001102 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | medium | Analyze hydration mismatch | healthtech | A server-rendered page renders different timestamps on client and server. | Repo: payments-api. Domain: healthtech. Frontend app with hydration and async data flow. | Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix. | Check server/client output mismatches, stale closures, promise handling, and state synchronization. | {
"checks": [
"root cause",
"verification steps",
"frontend-specific diagnosis"
]
} | [
"agentic",
"coding",
"debug_trace",
"javascript",
"healthtech",
"persian-friendly"
] |
JT3K-001644 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | hard | Plan verify-edit cycle | healthtech | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: cms-platform. Domain: healthtech. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"javascript",
"healthtech",
"persian-friendly"
] |
JT3K-002325 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | sql | medium | Plan migration checks | healthtech | Inspect tables, compare counts, run a diff query, and validate migration impact. | Repo: analytics-core. Domain: healthtech. Agent workflow over SQL files and validation queries. | Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output. | Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch. | {
"checks": [
"schema first",
"comparison query",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"sql",
"healthtech",
"persian-friendly"
] |
JT3K-000924 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | creator-tools | Refactor a long shell script into functions with clearer error handling. | Repo: scheduler. Domain: creator-tools. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"creator-tools",
"persian-friendly"
] |
JT3K-002759 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | easy | Plan rate limiting | creator-tools | Add a rate limiter design that can scale across multiple workers. | Repo: analytics-core. Domain: creator-tools. Python backend exposing JSON APIs. | Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points. | Use explicit request/response schemas, stable error shapes, and version-friendly naming. | {
"checks": [
"clear contract",
"consistent errors",
"future-proof design"
]
} | [
"agentic",
"coding",
"api_design",
"python",
"creator-tools",
"persian-friendly"
] |
JT3K-000481 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | typescript | medium | Analyze hydration mismatch | edtech | A server-rendered page renders different timestamps on client and server. | Repo: analytics-core. Domain: edtech. Frontend app with hydration and async data flow. | Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix. | Check server/client output mismatches, stale closures, promise handling, and state synchronization. | {
"checks": [
"root cause",
"verification steps",
"frontend-specific diagnosis"
]
} | [
"agentic",
"coding",
"debug_trace",
"typescript",
"edtech",
"persian-friendly"
] |
JT3K-002918 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | bash | easy | Plan release verification | saas | Run lint, unit tests, packaging, and smoke checks before publishing. | Repo: scheduler. Domain: saas. Release and verification scripts in bash. | Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate. | List the exact commands in order: inspect files, run targeted checks, then package and smoke test. | {
"checks": [
"command order",
"verification",
"safe execution"
]
} | [
"agentic",
"coding",
"tool_use",
"bash",
"saas",
"persian-friendly"
] |
JT3K-001713 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Locate data fetching boundaries | ecommerce | A Next.js repo separates server actions, client components, and shared utilities. | Repo: cms-platform. Domain: ecommerce. React/Node codebase with components, hooks, and API clients. | Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services. | Follow the UI event, state update, API call, and render path. Identify shared utilities and tests. | {
"checks": [
"UI path identified",
"state flow understood",
"files mapped"
]
} | [
"agentic",
"coding",
"repo_understanding",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-000451 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | easy | Diagnose build failure | edtech | A CI script fails because one command exits early and hides the root cause. | Repo: auth-service. Domain: edtech. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"edtech",
"persian-friendly"
] |
JT3K-000736 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | easy | Plan verify-edit cycle | infra | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: payments-api. Domain: infra. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"javascript",
"infra",
"persian-friendly"
] |
JT3K-002164 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | medium | Simplify reducer logic | infra | Reduce branching in a Redux reducer without changing behavior. | Repo: dashboard-web. Domain: infra. React components and shared logic in a frontend repo. | Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable. | Extract a hook or utility, preserve props and return shape, and add tests around behavior. | {
"checks": [
"duplication removed",
"interface stable",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"typescript",
"infra",
"persian-friendly"
] |
JT3K-001238 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | medium | Review an API client | saas | The client mixes transport errors and business errors in one catch block. | Repo: scheduler. Domain: saas. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"javascript",
"saas",
"persian-friendly"
] |
JT3K-001928 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | easy | Plan rate limiting | edtech | Add a rate limiter design that can scale across multiple workers. | Repo: analytics-core. Domain: edtech. Python backend exposing JSON APIs. | Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points. | Use explicit request/response schemas, stable error shapes, and version-friendly naming. | {
"checks": [
"clear contract",
"consistent errors",
"future-proof design"
]
} | [
"agentic",
"coding",
"api_design",
"python",
"edtech",
"persian-friendly"
] |
JT3K-002125 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | sql | easy | Simplify a report query | edtech | Refactor a deeply nested CTE chain for readability. | Repo: payments-api. Domain: edtech. SQL queries with layered CTEs. | Refactor the query for: Simplify a report query. Make it easier to read without changing results. | Reduce nested CTE depth, standardize aliases, and keep one clear grain per step. | {
"checks": [
"readability",
"stable results",
"clear grain"
]
} | [
"agentic",
"coding",
"refactor",
"sql",
"edtech",
"persian-friendly"
] |
JT3K-000105 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | typescript | medium | Design client methods | healthtech | Design a TypeScript client for search, pagination, and retries. | Repo: payments-api. Domain: healthtech. TypeScript client or Node API layer. | Design a TypeScript API for: Design client methods. Define method names, inputs, and return types. | Prefer explicit types, typed errors, pagination support, and composable options objects. | {
"checks": [
"typed contract",
"clear ergonomics",
"extensibility"
]
} | [
"agentic",
"coding",
"api_design",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-002455 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | easy | Coordinate verification | ecommerce | Describe a tool sequence that verifies lint, unit tests, and type checks. | Repo: payments-api. Domain: ecommerce. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"ecommerce",
"persian-friendly"
] |
JT3K-002821 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | medium | Review a serializer | healthtech | The serializer leaks internal IDs in API responses; propose a cleaner contract. | Repo: analytics-core. Domain: healthtech. Python backend with API handlers and background workers. | Review the code for: Review a serializer. Call out risks and give a practical improvement plan. | Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor. | {
"checks": [
"risk identified",
"actionable fix",
"production awareness"
]
} | [
"agentic",
"coding",
"code_review",
"python",
"healthtech",
"persian-friendly"
] |
JT3K-000568 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | javascript | easy | Guard null props | creator-tools | A component crashes when optional props are missing. | Repo: scheduler. Domain: creator-tools. React/Next.js application with hooks and server/client boundaries. | Fix this bug: Guard null props. Keep the change minimal and safe. | Guard missing values, avoid stale state, and keep server/client-only logic in the right layer. | {
"checks": [
"bug fixed",
"safe boundary handling",
"regression test suggested"
]
} | [
"agentic",
"coding",
"bug_fix",
"javascript",
"creator-tools",
"persian-friendly"
] |
JT3K-000674 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | edtech | Refactor a long shell script into functions with clearer error handling. | Repo: cms-platform. Domain: edtech. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"edtech",
"persian-friendly"
] |
JT3K-000392 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | python | medium | Improve readability | ecommerce | Rename ambiguous variables and simplify nested conditionals in a config loader. | Repo: analytics-core. Domain: ecommerce. Python codebase with repeated helpers and service objects. | Refactor the following situation: Improve readability. Preserve behavior and reduce complexity. | Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O. | {
"checks": [
"behavior preserved",
"complexity reduced",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"python",
"ecommerce",
"persian-friendly"
] |
JT3K-002706 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | easy | Locate data fetching boundaries | fintech | A Next.js repo separates server actions, client components, and shared utilities. | Repo: mobile-sdk. Domain: fintech. React/Node codebase with components, hooks, and API clients. | Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services. | Follow the UI event, state update, API call, and render path. Identify shared utilities and tests. | {
"checks": [
"UI path identified",
"state flow understood",
"files mapped"
]
} | [
"agentic",
"coding",
"repo_understanding",
"javascript",
"fintech",
"persian-friendly"
] |
JT3K-000760 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | easy | Extract reusable hook | healthtech | Refactor repeated fetch logic into a custom React hook. | Repo: ecommerce-backend. Domain: healthtech. React components and shared logic in a frontend repo. | Refactor the following: Extract reusable hook. Reduce duplication and keep the public interface stable. | Extract a hook or utility, preserve props and return shape, and add tests around behavior. | {
"checks": [
"duplication removed",
"interface stable",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-001643 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Trace state across components | fintech | A React app manages auth state in context, hooks, and a small API layer. | Repo: scheduler. Domain: fintech. React/Node codebase with components, hooks, and API clients. | Explain the code path for: Trace state across components. Point out likely components, hooks, or services. | Follow the UI event, state update, API call, and render path. Identify shared utilities and tests. | {
"checks": [
"UI path identified",
"state flow understood",
"files mapped"
]
} | [
"agentic",
"coding",
"repo_understanding",
"javascript",
"fintech",
"persian-friendly"
] |
JT3K-002215 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | easy | Review an API client | developer-tools | The client mixes transport errors and business errors in one catch block. | Repo: payments-api. Domain: developer-tools. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"typescript",
"developer-tools",
"persian-friendly"
] |
JT3K-002394 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | easy | Review a cache helper | edtech | A cache wrapper forgets to namespace keys and can collide across tenants. | Repo: cms-platform. Domain: edtech. Python backend with API handlers and background workers. | Review the code for: Review a cache helper. Call out risks and give a practical improvement plan. | Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor. | {
"checks": [
"risk identified",
"actionable fix",
"production awareness"
]
} | [
"agentic",
"coding",
"code_review",
"python",
"edtech",
"persian-friendly"
] |
JT3K-000524 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | medium | Diagnose build failure | fintech | A CI script fails because one command exits early and hides the root cause. | Repo: ml-pipeline. Domain: fintech. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"fintech",
"persian-friendly"
] |
JT3K-001124 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | creator-tools | Refactor a long shell script into functions with clearer error handling. | Repo: cms-platform. Domain: creator-tools. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"creator-tools",
"persian-friendly"
] |
JT3K-001997 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | hard | Simplify script logic | creator-tools | Refactor a long shell script into functions with clearer error handling. | Repo: payments-api. Domain: creator-tools. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"creator-tools",
"persian-friendly"
] |
JT3K-001947 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | typescript | medium | Test form validation | saas | Create tests for password and email validation in a UI flow. | Repo: payments-api. Domain: saas. JS testing stack with Vitest/Jest and React Testing Library. | Write test cases for: Test form validation. Start with the edge cases and expected behavior. | Cover input validation, boundary values, async states, and error rendering. | {
"checks": [
"edge coverage",
"async behavior",
"clear expectations"
]
} | [
"agentic",
"coding",
"tdd",
"typescript",
"saas",
"persian-friendly"
] |
JT3K-001002 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | javascript | medium | Test a formatter | developer-tools | Write tests for a date formatter that must respect locale and fallback rules. | Repo: ecommerce-backend. Domain: developer-tools. JS testing stack with Vitest/Jest and React Testing Library. | Write test cases for: Test a formatter. Start with the edge cases and expected behavior. | Cover input validation, boundary values, async states, and error rendering. | {
"checks": [
"edge coverage",
"async behavior",
"clear expectations"
]
} | [
"agentic",
"coding",
"tdd",
"javascript",
"developer-tools",
"persian-friendly"
] |
JT3K-001577 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | hard | Map the flow of a request through the service | healthtech | Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order. | Repo: cms-platform. Domain: healthtech. Python service with app/, services/, repositories/, tests/. | Explain how this codebase handles the task: Map the flow of a request through the service. Identify the files and modules most likely involved. | 1. Start at the route/controller.
2. Follow service layer calls.
3. Check repository and schema modules.
4. Verify tests that cover the flow. | {
"checks": [
"correct entry point",
"correct data flow",
"relevant files identified"
]
} | [
"agentic",
"coding",
"repo_understanding",
"python",
"healthtech",
"persian-friendly"
] |
JT3K-000585 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | medium | Diagnose build failure | developer-tools | A CI script fails because one command exits early and hides the root cause. | Repo: auth-service. Domain: developer-tools. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"developer-tools",
"persian-friendly"
] |
JT3K-002924 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | medium | Simplify script logic | developer-tools | Refactor a long shell script into functions with clearer error handling. | Repo: payments-api. Domain: developer-tools. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"developer-tools",
"persian-friendly"
] |
JT3K-000389 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Trace a failing unit test | healthtech | A test intermittently fails due to shared mutable state between cases. | Repo: cms-platform. Domain: healthtech. Python service with logs, stack traces, and tests. | Diagnose this failure: Trace a failing unit test. Provide the most likely cause and the verification steps. | Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test. | {
"checks": [
"root cause",
"debug steps",
"verification plan"
]
} | [
"agentic",
"coding",
"debug_trace",
"python",
"healthtech",
"persian-friendly"
] |
JT3K-000139 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | easy | Understand schema relationships | healthtech | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: cms-platform. Domain: healthtech. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"healthtech",
"persian-friendly"
] |
JT3K-001962 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | medium | Explain a stack trace | developer-tools | A KeyError appears in production when a field is absent in a nested payload. | Repo: ml-pipeline. Domain: developer-tools. Python service with logs, stack traces, and tests. | Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps. | Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test. | {
"checks": [
"root cause",
"debug steps",
"verification plan"
]
} | [
"agentic",
"coding",
"debug_trace",
"python",
"developer-tools",
"persian-friendly"
] |
JT3K-001759 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | medium | Define a failing test suite | creator-tools | Produce tests for a CSV importer that must reject malformed rows. | Repo: auth-service. Domain: creator-tools. Python package with pytest and typed functions. | Write a test-first plan for: Define a failing test suite. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"creator-tools",
"persian-friendly"
] |
JT3K-001593 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | easy | Lock down behavior | infra | Write tests for a password strength checker with explicit boundary conditions. | Repo: ecommerce-backend. Domain: infra. Python package with pytest and typed functions. | Write a test-first plan for: Lock down behavior. Include the key test cases before implementation. | Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small. | {
"checks": [
"edge cases covered",
"test names clear",
"deterministic behavior"
]
} | [
"agentic",
"coding",
"tdd",
"python",
"infra",
"persian-friendly"
] |
JT3K-000576 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | hard | Understand schema relationships | edtech | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: cms-platform. Domain: edtech. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"edtech",
"persian-friendly"
] |
JT3K-000372 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | bash | medium | Plan release verification | healthtech | Run lint, unit tests, packaging, and smoke checks before publishing. | Repo: payments-api. Domain: healthtech. Release and verification scripts in bash. | Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate. | List the exact commands in order: inspect files, run targeted checks, then package and smoke test. | {
"checks": [
"command order",
"verification",
"safe execution"
]
} | [
"agentic",
"coding",
"tool_use",
"bash",
"healthtech",
"persian-friendly"
] |
JT3K-000952 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | easy | Plan verify-edit cycle | ecommerce | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: ecommerce-backend. Domain: ecommerce. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-002115 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | easy | Extract reusable hook | fintech | Refactor repeated fetch logic into a custom React hook. | Repo: payments-api. Domain: fintech. React components and shared logic in a frontend repo. | Refactor the following: Extract reusable hook. Reduce duplication and keep the public interface stable. | Extract a hook or utility, preserve props and return shape, and add tests around behavior. | {
"checks": [
"duplication removed",
"interface stable",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"typescript",
"fintech",
"persian-friendly"
] |
JT3K-002256 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | javascript | easy | Extract reusable hook | infra | Refactor repeated fetch logic into a custom React hook. | Repo: analytics-core. Domain: infra. React components and shared logic in a frontend repo. | Refactor the following: Extract reusable hook. Reduce duplication and keep the public interface stable. | Extract a hook or utility, preserve props and return shape, and add tests around behavior. | {
"checks": [
"duplication removed",
"interface stable",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"javascript",
"infra",
"persian-friendly"
] |
JT3K-001468 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | easy | Plan verify-edit cycle | creator-tools | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: ecommerce-backend. Domain: creator-tools. Agent workflow over frontend files, tests, and build output. | Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps. | Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health. | {
"checks": [
"tool sequence",
"minimal edit",
"verification"
]
} | [
"agentic",
"coding",
"tool_use",
"javascript",
"creator-tools",
"persian-friendly"
] |
JT3K-001912 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | medium | Prevent duplicate inserts | fintech | A repository method can insert duplicate rows under retries. Add idempotency guards. | Repo: chat-agent. Domain: fintech. Python service uses Pydantic models, DB repositories, and unit tests. | Patch the bug described here: Prevent duplicate inserts. Return a minimal safe fix and mention any tests to run. | Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case. | {
"checks": [
"bug removed",
"edge case handled",
"regression test suggested"
]
} | [
"agentic",
"coding",
"bug_fix",
"python",
"fintech",
"persian-friendly"
] |
JT3K-001697 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | easy | Diagnose build failure | developer-tools | A CI script fails because one command exits early and hides the root cause. | Repo: chat-agent. Domain: developer-tools. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"developer-tools",
"persian-friendly"
] |
JT3K-002370 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Identify the file to change for feature X | edtech | A FastAPI repo stores schema logic in one module and persistence in another. Locate where to add a new field safely. | Repo: mobile-sdk. Domain: edtech. Python service with app/, services/, repositories/, tests/. | Explain how this codebase handles the task: Identify the file to change for feature X. Identify the files and modules most likely involved. | 1. Start at the route/controller.
2. Follow service layer calls.
3. Check repository and schema modules.
4. Verify tests that cover the flow. | {
"checks": [
"correct entry point",
"correct data flow",
"relevant files identified"
]
} | [
"agentic",
"coding",
"repo_understanding",
"python",
"edtech",
"persian-friendly"
] |
JT3K-002545 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | hard | Diagnose a race condition | infra | Two concurrent requests occasionally overwrite each other in a cache-backed flow. | Repo: chat-agent. Domain: infra. Python service with logs, stack traces, and tests. | Diagnose this failure: Diagnose a race condition. Provide the most likely cause and the verification steps. | Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test. | {
"checks": [
"root cause",
"debug steps",
"verification plan"
]
} | [
"agentic",
"coding",
"debug_trace",
"python",
"infra",
"persian-friendly"
] |
JT3K-001854 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | javascript | medium | Design client methods | edtech | Design a TypeScript client for search, pagination, and retries. | Repo: analytics-core. Domain: edtech. TypeScript client or Node API layer. | Design a TypeScript API for: Design client methods. Define method names, inputs, and return types. | Prefer explicit types, typed errors, pagination support, and composable options objects. | {
"checks": [
"typed contract",
"clear ergonomics",
"extensibility"
]
} | [
"agentic",
"coding",
"api_design",
"javascript",
"edtech",
"persian-friendly"
] |
JT3K-000467 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | sql | easy | Fix duplicate aggregation | edtech | A query double-counts rows after joining two one-to-many tables. | Repo: dashboard-web. Domain: edtech. SQL analytics pipeline with reporting queries. | Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern. | Deduplicate before aggregating, use correct grain, and be careful with time boundaries. | {
"checks": [
"correct grain",
"no double count",
"boundary handling"
]
} | [
"agentic",
"coding",
"bug_fix",
"sql",
"edtech",
"persian-friendly"
] |
JT3K-000682 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | python | medium | Reduce duplication | infra | The repo has repeated validation logic in three endpoints; centralize it. | Repo: cms-platform. Domain: infra. Python codebase with repeated helpers and service objects. | Refactor the following situation: Reduce duplication. Preserve behavior and reduce complexity. | Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O. | {
"checks": [
"behavior preserved",
"complexity reduced",
"tests updated"
]
} | [
"agentic",
"coding",
"refactor",
"python",
"infra",
"persian-friendly"
] |
JT3K-000090 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | typescript | medium | Locate data fetching boundaries | healthtech | A Next.js repo separates server actions, client components, and shared utilities. | Repo: cms-platform. Domain: healthtech. React/Node codebase with components, hooks, and API clients. | Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services. | Follow the UI event, state update, API call, and render path. Identify shared utilities and tests. | {
"checks": [
"UI path identified",
"state flow understood",
"files mapped"
]
} | [
"agentic",
"coding",
"repo_understanding",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-000724 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | hard | Diagnose build failure | edtech | A CI script fails because one command exits early and hides the root cause. | Repo: payments-api. Domain: edtech. CI scripts, release automation, and shell helpers. | Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix. | Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate. | {
"checks": [
"failure point",
"shell safety",
"clear fix"
]
} | [
"agentic",
"coding",
"debug_trace",
"bash",
"edtech",
"persian-friendly"
] |
JT3K-002868 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | medium | Review an API client | creator-tools | The client mixes transport errors and business errors in one catch block. | Repo: payments-api. Domain: creator-tools. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"javascript",
"creator-tools",
"persian-friendly"
] |
JT3K-002897 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | fintech | Refactor a long shell script into functions with clearer error handling. | Repo: mobile-sdk. Domain: fintech. Bash automation with functions and environment variables. | Refactor the script for: Simplify script logic. Reduce repetition and improve error handling. | Extract functions, use strict mode carefully, and keep reusable command pieces in variables. | {
"checks": [
"repetition reduced",
"error handling",
"maintainability"
]
} | [
"agentic",
"coding",
"refactor",
"bash",
"fintech",
"persian-friendly"
] |
JT3K-002357 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | medium | Diagnose promise flow | edtech | A promise chain swallows the original error and returns a misleading success. | Repo: ecommerce-backend. Domain: edtech. Frontend app with hydration and async data flow. | Diagnose the issue: Diagnose promise flow. Explain likely cause and how to verify the fix. | Check server/client output mismatches, stale closures, promise handling, and state synchronization. | {
"checks": [
"root cause",
"verification steps",
"frontend-specific diagnosis"
]
} | [
"agentic",
"coding",
"debug_trace",
"javascript",
"edtech",
"persian-friendly"
] |
JT3K-002095 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | easy | Coordinate verification | developer-tools | Describe a tool sequence that verifies lint, unit tests, and type checks. | Repo: dashboard-web. Domain: developer-tools. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"developer-tools",
"persian-friendly"
] |
JT3K-001031 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | medium | Sequence tool calls | infra | Construct a tool-use plan for fixing an import error across multiple files. | Repo: ml-pipeline. Domain: infra. Agentic coding workflow with file reads, tests, and patches. | Create a tool-use plan for: Sequence tool calls. Include the ideal sequence of read, edit, test, and verify actions. | Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks. | {
"checks": [
"tool order sensible",
"minimal edit strategy",
"verification included"
]
} | [
"agentic",
"coding",
"tool_use",
"python",
"infra",
"persian-friendly"
] |
JT3K-000546 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | medium | Review an API client | edtech | The client mixes transport errors and business errors in one catch block. | Repo: dashboard-web. Domain: edtech. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability. | Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues. | {
"checks": [
"quality issues found",
"practical suggestions",
"frontend concerns"
]
} | [
"agentic",
"coding",
"code_review",
"typescript",
"edtech",
"persian-friendly"
] |
JT3K-000025 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | medium | Understand schema relationships | fintech | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: payments-api. Domain: fintech. Data warehouse with fact/dimension tables and scheduled jobs. | Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps. | Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points. | {
"checks": [
"table flow",
"join logic",
"aggregation path"
]
} | [
"agentic",
"coding",
"repo_understanding",
"sql",
"fintech",
"persian-friendly"
] |
JT3K-002815 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | typescript | medium | Trace state across components | healthtech | A React app manages auth state in context, hooks, and a small API layer. | Repo: chat-agent. Domain: healthtech. React/Node codebase with components, hooks, and API clients. | Explain the code path for: Trace state across components. Point out likely components, hooks, or services. | Follow the UI event, state update, API call, and render path. Identify shared utilities and tests. | {
"checks": [
"UI path identified",
"state flow understood",
"files mapped"
]
} | [
"agentic",
"coding",
"repo_understanding",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-002943 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | javascript | easy | Test form validation | ecommerce | Create tests for password and email validation in a UI flow. | Repo: scheduler. Domain: ecommerce. JS testing stack with Vitest/Jest and React Testing Library. | Write test cases for: Test form validation. Start with the edge cases and expected behavior. | Cover input validation, boundary values, async states, and error rendering. | {
"checks": [
"edge coverage",
"async behavior",
"clear expectations"
]
} | [
"agentic",
"coding",
"tdd",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-000567 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | sql | medium | Trace missing rows | edtech | A dashboard shows missing records after a timezone conversion. | Repo: chat-agent. Domain: edtech. SQL pipeline and dashboard queries. | Trace the data issue: Trace missing rows. Explain likely cause and how to verify the fix. | Check timezone conversion, join cardinality, and filters that remove expected rows. | {
"checks": [
"root cause",
"data verification",
"metric consistency"
]
} | [
"agentic",
"coding",
"debug_trace",
"sql",
"edtech",
"persian-friendly"
] |
JT3K-001622 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | medium | Trace a failing unit test | infra | A test intermittently fails due to shared mutable state between cases. | Repo: payments-api. Domain: infra. Python service with logs, stack traces, and tests. | Diagnose this failure: Trace a failing unit test. Provide the most likely cause and the verification steps. | Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test. | {
"checks": [
"root cause",
"debug steps",
"verification plan"
]
} | [
"agentic",
"coding",
"debug_trace",
"python",
"infra",
"persian-friendly"
] |
JT3K-000991 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | sql | medium | Trace missing rows | saas | A dashboard shows missing records after a timezone conversion. | Repo: dashboard-web. Domain: saas. SQL pipeline and dashboard queries. | Trace the data issue: Trace missing rows. Explain likely cause and how to verify the fix. | Check timezone conversion, join cardinality, and filters that remove expected rows. | {
"checks": [
"root cause",
"data verification",
"metric consistency"
]
} | [
"agentic",
"coding",
"debug_trace",
"sql",
"saas",
"persian-friendly"
] |
JT3K-001164 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | typescript | easy | Fix stale closure | ecommerce | A hook callback reads old state after rapid updates; patch it. | Repo: scheduler. Domain: ecommerce. React/Next.js application with hooks and server/client boundaries. | Fix this bug: Fix stale closure. Keep the change minimal and safe. | Guard missing values, avoid stale state, and keep server/client-only logic in the right layer. | {
"checks": [
"bug fixed",
"safe boundary handling",
"regression test suggested"
]
} | [
"agentic",
"coding",
"bug_fix",
"typescript",
"ecommerce",
"persian-friendly"
] |
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