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-000680 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | sql | medium | Understand schema relationships | saas | A warehouse schema uses fact and dimension tables for subscriptions and events. | Repo: scheduler. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-000781 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | typescript | hard | 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",
"typescript",
"healthtech",
"persian-friendly"
] |
JT3K-001855 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | hard | Explain a stack trace | ecommerce | A KeyError appears in production when a field is absent in a nested payload. | Repo: mobile-sdk. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-000739 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | sql | easy | 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-001629 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | sql | medium | Fix duplicate aggregation | infra | A query double-counts rows after joining two one-to-many tables. | Repo: dashboard-web. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-000552 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Trace state across components | developer-tools | A React app manages auth state in context, hooks, and a small API layer. | Repo: chat-agent. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-001834 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | typescript | easy | Design client methods | ecommerce | Design a TypeScript client for search, pagination, and retries. | Repo: analytics-core. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-002601 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Locate data fetching boundaries | creator-tools | A Next.js repo separates server actions, client components, and shared utilities. | Repo: mobile-sdk. Domain: creator-tools. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-001796 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | easy | Review an API client | creator-tools | The client mixes transport errors and business errors in one catch block. | Repo: scheduler. 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-002713 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | medium | Review an API client | edtech | The client mixes transport errors and business errors in one catch block. | Repo: analytics-core. 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",
"javascript",
"edtech",
"persian-friendly"
] |
JT3K-001585 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | saas | Refactor a long shell script into functions with clearer error handling. | Repo: payments-api. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-000002 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | easy | Diagnose promise flow | saas | A promise chain swallows the original error and returns a misleading success. | Repo: scheduler. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-001477 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | medium | Review an async worker | fintech | An async task uses blocking I/O in the event loop; suggest a safer pattern. | Repo: cms-platform. Domain: fintech. Python backend with API handlers and background workers. | Review the code for: Review an async worker. 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-002350 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | hard | Plan a repair loop | fintech | The agent should read files, run tests, inspect failures, patch code, and re-run checks. | Repo: mobile-sdk. Domain: fintech. 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",
"fintech",
"persian-friendly"
] |
JT3K-001232 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | javascript | hard | Test form validation | healthtech | Create tests for password and email validation in a UI flow. | Repo: ml-pipeline. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-000079 | 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: ecommerce-backend. 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-001012 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Identify the file to change for feature X | healthtech | A FastAPI repo stores schema logic in one module and persistence in another. Locate where to add a new field safely. | Repo: analytics-core. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-002044 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | javascript | easy | Guard null props | developer-tools | A component crashes when optional props are missing. | Repo: chat-agent. Domain: developer-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",
"developer-tools",
"persian-friendly"
] |
JT3K-001182 | 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: chat-agent. 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-002732 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | medium | Plan verify-edit cycle | creator-tools | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: analytics-core. 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-000656 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | javascript | medium | Fix stale closure | developer-tools | A hook callback reads old state after rapid updates; patch it. | Repo: cms-platform. Domain: developer-tools. 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",
"javascript",
"developer-tools",
"persian-friendly"
] |
JT3K-000266 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | easy | Fix timezone parsing | healthtech | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: cms-platform. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-001848 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | hard | Review an API client | developer-tools | The client mixes transport errors and business errors in one catch block. | Repo: mobile-sdk. 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-001975 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | easy | Review a memoized component | edtech | An over-memoized component hides actual prop changes. | Repo: auth-service. Domain: edtech. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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",
"edtech",
"persian-friendly"
] |
JT3K-002277 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | medium | Review a serializer | ecommerce | The serializer leaks internal IDs in API responses; propose a cleaner contract. | Repo: dashboard-web. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001828 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | python | easy | Reduce duplication | developer-tools | The repo has repeated validation logic in three endpoints; centralize it. | Repo: ml-pipeline. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-002400 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | sql | medium | Review a reporting query | ecommerce | The query is correct but slow due to an unbounded scan and unnecessary subquery. | Repo: cms-platform. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001307 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | hard | Trace a failing unit test | infra | A test intermittently fails due to shared mutable state between cases. | Repo: chat-agent. 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-001286 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | medium | Fix timezone parsing | saas | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: payments-api. 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-002355 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Explain a stack trace | ecommerce | A KeyError appears in production when a field is absent in a nested payload. | Repo: dashboard-web. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001883 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Trace a failing unit test | saas | A test intermittently fails due to shared mutable state between cases. | Repo: chat-agent. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-001090 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | easy | Extract reusable hook | developer-tools | Refactor repeated fetch logic into a custom React hook. | Repo: mobile-sdk. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-001014 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | easy | Analyze hydration mismatch | ecommerce | A server-rendered page renders different timestamps on client and server. | Repo: auth-service. 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",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-000945 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | hard | Fix timezone parsing | developer-tools | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: cms-platform. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-000131 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | python | easy | Split a large function | saas | Refactor a 120-line data transformation function into small testable helpers. | Repo: payments-api. Domain: saas. Python codebase with repeated helpers and service objects. | Refactor the following situation: Split a large function. 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",
"saas",
"persian-friendly"
] |
JT3K-002922 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | hard | Plan a repair loop | ecommerce | The agent should read files, run tests, inspect failures, patch code, and re-run checks. | Repo: dashboard-web. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-002903 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | bash | hard | Plan release verification | saas | Run lint, unit tests, packaging, and smoke checks before publishing. | Repo: mobile-sdk. 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-002712 | 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: auth-service. 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-001258 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | typescript | medium | 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",
"typescript",
"infra",
"persian-friendly"
] |
JT3K-000054 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | hard | Analyze hydration mismatch | saas | A server-rendered page renders different timestamps on client and server. | Repo: mobile-sdk. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-002767 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | sql | easy | Write query tests | creator-tools | Create validation cases for a revenue query with month boundaries. | Repo: mobile-sdk. Domain: creator-tools. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-001313 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | medium | Diagnose promise flow | ecommerce | A promise chain swallows the original error and returns a misleading success. | Repo: scheduler. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001728 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | medium | Design a service interface | ecommerce | Propose a clean Python interface for a notification service supporting email and SMS. | Repo: cms-platform. Domain: ecommerce. Python backend exposing JSON APIs. | Design the API/contract for: Design a service interface. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-002068 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | easy | Review a memoized component | creator-tools | An over-memoized component hides actual prop changes. | Repo: chat-agent. Domain: creator-tools. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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-001858 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | easy | Simplify reducer logic | developer-tools | Reduce branching in a Redux reducer without changing behavior. | Repo: mobile-sdk. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-001672 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | medium | Diagnose build failure | healthtech | A CI script fails because one command exits early and hides the root cause. | Repo: chat-agent. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-002615 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | typescript | easy | Fix stale closure | fintech | A hook callback reads old state after rapid updates; patch it. | Repo: dashboard-web. Domain: fintech. 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",
"fintech",
"persian-friendly"
] |
JT3K-001115 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | typescript | easy | Analyze hydration mismatch | ecommerce | A server-rendered page renders different timestamps on client and server. | Repo: dashboard-web. 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-001530 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Trace a failing unit test | creator-tools | A test intermittently fails due to shared mutable state between cases. | Repo: ecommerce-backend. Domain: creator-tools. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-002281 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | typescript | medium | Trace state across components | developer-tools | A React app manages auth state in context, hooks, and a small API layer. | Repo: chat-agent. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-000732 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | javascript | easy | Plan verify-edit cycle | saas | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: cms-platform. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-002046 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | typescript | medium | Test form validation | ecommerce | Create tests for password and email validation in a UI flow. | Repo: analytics-core. 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",
"typescript",
"ecommerce",
"persian-friendly"
] |
JT3K-002264 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | typescript | hard | Fix stale closure | saas | A hook callback reads old state after rapid updates; patch it. | Repo: payments-api. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-002942 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | easy | Review a cache helper | infra | A cache wrapper forgets to namespace keys and can collide across tenants. | Repo: chat-agent. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-000938 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Locate data fetching boundaries | developer-tools | A Next.js repo separates server actions, client components, and shared utilities. | Repo: payments-api. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-002173 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | javascript | easy | Simplify reducer logic | ecommerce | Reduce branching in a Redux reducer without changing behavior. | Repo: chat-agent. Domain: ecommerce. 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",
"javascript",
"ecommerce",
"persian-friendly"
] |
JT3K-001118 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | infra | Refactor a long shell script into functions with clearer error handling. | Repo: cms-platform. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-001847 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | typescript | easy | Analyze hydration mismatch | ecommerce | A server-rendered page renders different timestamps on client and server. | Repo: cms-platform. 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-000711 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | medium | Review a memoized component | creator-tools | An over-memoized component hides actual prop changes. | Repo: analytics-core. Domain: creator-tools. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-002830 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | medium | Fix timezone parsing | creator-tools | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: ml-pipeline. Domain: creator-tools. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-001326 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | easy | Review a memoized component | fintech | An over-memoized component hides actual prop changes. | Repo: ecommerce-backend. Domain: fintech. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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-002185 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | bash | easy | Simplify script logic | healthtech | Refactor a long shell script into functions with clearer error handling. | Repo: ecommerce-backend. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-001134 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | medium | Extract reusable hook | ecommerce | Refactor repeated fetch logic into a custom React hook. | Repo: mobile-sdk. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001049 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Find hidden coupling | ecommerce | Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing. | Repo: ml-pipeline. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001956 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | hard | Analyze hydration mismatch | healthtech | A server-rendered page renders different timestamps on client and server. | Repo: ecommerce-backend. 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-002626 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | medium | Locate data fetching boundaries | fintech | A Next.js repo separates server actions, client components, and shared utilities. | Repo: analytics-core. 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-001771 | 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: payments-api. 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-002482 | 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: payments-api. 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-001498 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | 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: dashboard-web. 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-002565 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | sql | medium | Trace missing rows | infra | A dashboard shows missing records after a timezone conversion. | Repo: mobile-sdk. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-001794 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | medium | Fix timezone parsing | fintech | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: dashboard-web. Domain: fintech. 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",
"fintech",
"persian-friendly"
] |
JT3K-000514 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | javascript | medium | Diagnose promise flow | creator-tools | A promise chain swallows the original error and returns a misleading success. | Repo: ecommerce-backend. Domain: creator-tools. 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",
"creator-tools",
"persian-friendly"
] |
JT3K-001226 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | javascript | medium | Extract reusable hook | ecommerce | Refactor repeated fetch logic into a custom React hook. | Repo: cms-platform. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-000888 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | sql | hard | Review a reporting query | infra | The query is correct but slow due to an unbounded scan and unnecessary subquery. | Repo: auth-service. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-001111 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | medium | Review an API client | fintech | The client mixes transport errors and business errors in one catch block. | Repo: mobile-sdk. 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",
"typescript",
"fintech",
"persian-friendly"
] |
JT3K-000471 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | python | easy | Lock down behavior | saas | Write tests for a password strength checker with explicit boundary conditions. | Repo: mobile-sdk. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-001240 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Explain a stack trace | fintech | A KeyError appears in production when a field is absent in a nested payload. | Repo: scheduler. Domain: fintech. 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",
"fintech",
"persian-friendly"
] |
JT3K-002160 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | typescript | hard | Extract reusable hook | healthtech | Refactor repeated fetch logic into a custom React hook. | Repo: auth-service. 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-000678 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | medium | Review an API client | developer-tools | The client mixes transport errors and business errors in one catch block. | Repo: mobile-sdk. 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-000078 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | typescript | medium | Plan verify-edit cycle | developer-tools | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: auth-service. Domain: developer-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",
"typescript",
"developer-tools",
"persian-friendly"
] |
JT3K-002351 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | bash | easy | Diagnose build failure | healthtech | A CI script fails because one command exits early and hides the root cause. | Repo: ml-pipeline. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-000325 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | sql | medium | Design audit tables | creator-tools | Design tables for tracking API events and change history. | Repo: payments-api. Domain: creator-tools. Analytics schema design. | Design the tables or schema for: Design audit tables. Define keys, partitions, and audit columns. | Use surrogate keys, timestamps, source metadata, and clear fact/dimension separation. | {
"checks": [
"schema clarity",
"scalability",
"auditability"
]
} | [
"agentic",
"coding",
"api_design",
"sql",
"creator-tools",
"persian-friendly"
] |
JT3K-000034 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | typescript | hard | Plan verify-edit cycle | saas | Read component files, edit the smallest surface, run tests, and summarize outcome. | Repo: ecommerce-backend. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-002638 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | hard | Trace state across components | infra | A React app manages auth state in context, hooks, and a small API layer. | Repo: auth-service. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-002576 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | sql | easy | Review a reporting query | edtech | The query is correct but slow due to an unbounded scan and unnecessary subquery. | Repo: scheduler. Domain: edtech. 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",
"edtech",
"persian-friendly"
] |
JT3K-001110 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | sql | easy | Trace missing rows | creator-tools | A dashboard shows missing records after a timezone conversion. | Repo: analytics-core. Domain: creator-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",
"creator-tools",
"persian-friendly"
] |
JT3K-001248 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | typescript | hard | Review a memoized component | fintech | An over-memoized component hides actual prop changes. | Repo: ml-pipeline. Domain: fintech. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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",
"fintech",
"persian-friendly"
] |
JT3K-001277 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tool_use | python | easy | Plan a repair loop | healthtech | The agent should read files, run tests, inspect failures, patch code, and re-run checks. | Repo: dashboard-web. Domain: healthtech. 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",
"healthtech",
"persian-friendly"
] |
JT3K-002089 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | python | medium | Find hidden coupling | saas | Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing. | Repo: ml-pipeline. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-000482 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | medium | Review a serializer | fintech | The serializer leaks internal IDs in API responses; propose a cleaner contract. | Repo: ecommerce-backend. Domain: fintech. 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",
"fintech",
"persian-friendly"
] |
JT3K-002076 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | refactor | sql | medium | Simplify a report query | ecommerce | Refactor a deeply nested CTE chain for readability. | Repo: mobile-sdk. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-002670 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | python | easy | Review a cache helper | ecommerce | A cache wrapper forgets to namespace keys and can collide across tenants. | Repo: cms-platform. Domain: ecommerce. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001624 | 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: dashboard-web. 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-001142 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | debug_trace | python | easy | Diagnose a race condition | developer-tools | Two concurrent requests occasionally overwrite each other in a cache-backed flow. | Repo: cms-platform. Domain: developer-tools. 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",
"developer-tools",
"persian-friendly"
] |
JT3K-002894 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | api_design | python | easy | Design a service interface | saas | Propose a clean Python interface for a notification service supporting email and SMS. | Repo: payments-api. Domain: saas. Python backend exposing JSON APIs. | Design the API/contract for: Design a service interface. 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-001217 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | tdd | javascript | easy | Test a formatter | saas | Write tests for a date formatter that must respect locale and fallback rules. | Repo: mobile-sdk. Domain: saas. 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",
"saas",
"persian-friendly"
] |
JT3K-000936 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | code_review | javascript | easy | Review a memoized component | ecommerce | An over-memoized component hides actual prop changes. | Repo: auth-service. Domain: ecommerce. Frontend app with shared utilities and API wrappers. | Review the implementation for: Review a memoized component. 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",
"ecommerce",
"persian-friendly"
] |
JT3K-001857 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | javascript | hard | Locate data fetching boundaries | edtech | A Next.js repo separates server actions, client components, and shared utilities. | Repo: ecommerce-backend. Domain: edtech. 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",
"edtech",
"persian-friendly"
] |
JT3K-001163 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | bug_fix | python | medium | Fix timezone parsing | infra | A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely. | Repo: dashboard-web. Domain: infra. 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",
"infra",
"persian-friendly"
] |
JT3K-002635 | JumpTrace-3K | JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering | repo_understanding | typescript | medium | Locate data fetching boundaries | saas | A Next.js repo separates server actions, client components, and shared utilities. | Repo: cms-platform. Domain: saas. 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",
"saas",
"persian-friendly"
] |
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