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JT3K-002142
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Map the flow of a request through the service
developer-tools
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: ml-pipeline. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-000216
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
medium
Extract reusable hook
infra
Refactor repeated fetch logic into a custom React hook.
Repo: scheduler. 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-000701
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
medium
Plan verify-edit cycle
saas
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: analytics-core. 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-000358
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
medium
Fix stale closure
ecommerce
A hook callback reads old state after rapid updates; patch it.
Repo: cms-platform. 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" ]
JT3K-001443
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test a formatter
developer-tools
Write tests for a date formatter that must respect locale and fallback rules.
Repo: cms-platform. 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-000583
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
hard
Improve readability
developer-tools
Rename ambiguous variables and simplify nested conditionals in a config loader.
Repo: payments-api. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-002645
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Find hidden coupling
fintech
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: cms-platform. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001588
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
easy
Write query tests
developer-tools
Create validation cases for a revenue query with month boundaries.
Repo: dashboard-web. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002079
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
easy
Fix duplicate aggregation
creator-tools
A query double-counts rows after joining two one-to-many tables.
Repo: chat-agent. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000477
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
creator-tools
A KeyError appears in production when a field is absent in a nested payload.
Repo: analytics-core. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-001930
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
hard
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-002514
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
medium
Extract reusable hook
healthtech
Refactor repeated fetch logic into a custom React hook.
Repo: mobile-sdk. 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", "javascript", "healthtech", "persian-friendly" ]
JT3K-000783
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Plan a repair loop
fintech
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: ecommerce-backend. 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-002484
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
creator-tools
A query double-counts rows after joining two one-to-many tables.
Repo: mobile-sdk. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-001437
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
medium
Simplify script logic
edtech
Refactor a long shell script into functions with clearer error handling.
Repo: chat-agent. 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-000046
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
medium
Test form validation
developer-tools
Create tests for password and email validation in a UI flow.
Repo: analytics-core. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-000039
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
ecommerce
A dashboard shows missing records after a timezone conversion.
Repo: dashboard-web. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001846
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
medium
Guard null props
creator-tools
A component crashes when optional props are missing.
Repo: dashboard-web. 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", "typescript", "creator-tools", "persian-friendly" ]
JT3K-002153
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Lock down behavior
healthtech
Write tests for a password strength checker with explicit boundary conditions.
Repo: payments-api. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002439
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: ml-pipeline. 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-001850
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
easy
Split a large function
edtech
Refactor a 120-line data transformation function into small testable helpers.
Repo: chat-agent. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001471
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: analytics-core. 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-001715
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
developer-tools
Design a TypeScript client for search, pagination, and retries.
Repo: analytics-core. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-001473
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test a formatter
infra
Write tests for a date formatter that must respect locale and fallback rules.
Repo: dashboard-web. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001419
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
easy
Review a reporting query
infra
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: ml-pipeline. 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-002503
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
easy
Diagnose build failure
fintech
A CI script fails because one command exits early and hides the root cause.
Repo: scheduler. 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-001879
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
ecommerce
A dashboard shows missing records after a timezone conversion.
Repo: dashboard-web. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001123
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
infra
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: scheduler. 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-002746
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
medium
Simplify reducer logic
healthtech
Reduce branching in a Redux reducer without changing behavior.
Repo: dashboard-web. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002384
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
medium
Design audit tables
edtech
Design tables for tracking API events and change history.
Repo: ml-pipeline. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001274
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: mobile-sdk. 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-001542
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
healthtech
A KeyError appears in production when a field is absent in a nested payload.
Repo: mobile-sdk. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000594
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
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: ml-pipeline. 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-000142
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a serializer
infra
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: mobile-sdk. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000809
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Plan a repair loop
healthtech
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: analytics-core. 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-002446
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
medium
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: payments-api. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-002409
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Define a failing test suite
creator-tools
Produce tests for a CSV importer that must reject malformed rows.
Repo: mobile-sdk. 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-002476
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
medium
Plan migration checks
saas
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: ml-pipeline. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000116
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: ml-pipeline. 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-001458
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
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", "typescript", "infra", "persian-friendly" ]
JT3K-000510
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: cms-platform. 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-002664
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
medium
Trace state across components
fintech
A React app manages auth state in context, hooks, and a small API layer.
Repo: cms-platform. 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", "typescript", "fintech", "persian-friendly" ]
JT3K-000480
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
easy
Plan migration checks
developer-tools
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: mobile-sdk. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-001700
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
medium
Trace missing rows
ecommerce
A dashboard shows missing records after a timezone conversion.
Repo: chat-agent. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-000683
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Lock down behavior
ecommerce
Write tests for a password strength checker with explicit boundary conditions.
Repo: scheduler. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001945
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Diagnose a race condition
creator-tools
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: scheduler. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-002032
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Diagnose promise flow
edtech
A promise chain swallows the original error and returns a misleading success.
Repo: ml-pipeline. 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-002535
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
easy
Plan verify-edit cycle
healthtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: payments-api. 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-001610
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
easy
Write query tests
developer-tools
Create validation cases for a revenue query with month boundaries.
Repo: analytics-core. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002100
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
edtech
A dashboard shows missing records after a timezone conversion.
Repo: cms-platform. 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-002884
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
saas
A dashboard shows missing records after a timezone conversion.
Repo: ml-pipeline. 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-001079
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
medium
Write query tests
creator-tools
Create validation cases for a revenue query with month boundaries.
Repo: payments-api. 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-001738
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
easy
Simplify reducer logic
creator-tools
Reduce branching in a Redux reducer without changing behavior.
Repo: ml-pipeline. Domain: creator-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", "javascript", "creator-tools", "persian-friendly" ]
JT3K-001615
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
medium
Plan verify-edit cycle
edtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: analytics-core. 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", "typescript", "edtech", "persian-friendly" ]
JT3K-002267
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: cms-platform. 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-002507
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Split a large function
fintech
Refactor a 120-line data transformation function into small testable helpers.
Repo: analytics-core. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001501
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
ecommerce
Design a TypeScript client for search, pagination, and retries.
Repo: chat-agent. 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", "javascript", "ecommerce", "persian-friendly" ]
JT3K-000619
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: auth-service. 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-001146
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
medium
Analyze hydration mismatch
ecommerce
A server-rendered page renders different timestamps on client and server.
Repo: scheduler. 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-000185
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: 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-001055
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Reduce duplication
healthtech
The repo has repeated validation logic in three endpoints; centralize it.
Repo: analytics-core. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000782
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Define response shapes
healthtech
Design consistent API responses for success, validation errors, and server errors.
Repo: analytics-core. Domain: healthtech. Python backend exposing JSON APIs.
Design the API/contract for: Define response shapes. 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-001900
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
sql
easy
Understand schema relationships
saas
A warehouse schema uses fact and dimension tables for subscriptions and events.
Repo: mobile-sdk. 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-000626
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: cms-platform. 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-002745
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
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-001805
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
easy
Trace state across components
creator-tools
A React app manages auth state in context, hooks, and a small API layer.
Repo: scheduler. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-001489
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Define a failing test suite
developer-tools
Produce tests for a CSV importer that must reject malformed rows.
Repo: mobile-sdk. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002532
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Diagnose promise flow
developer-tools
A promise chain swallows the original error and returns a misleading success.
Repo: scheduler. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-000341
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
hard
Analyze hydration mismatch
infra
A server-rendered page renders different timestamps on client and server.
Repo: mobile-sdk. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000866
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Improve readability
fintech
Rename ambiguous variables and simplify nested conditionals in a config loader.
Repo: ml-pipeline. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-002546
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: scheduler. 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-000254
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Locate data fetching boundaries
healthtech
A Next.js repo separates server actions, client components, and shared utilities.
Repo: auth-service. 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", "javascript", "healthtech", "persian-friendly" ]
JT3K-000297
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
hard
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-002686
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Fix timezone parsing
fintech
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: auth-service. 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-002205
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
medium
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: chat-agent. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-002736
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
hard
Review an API client
infra
The client mixes transport errors and business errors in one catch block.
Repo: cms-platform. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-002574
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
creator-tools
A CI script fails because one command exits early and hides the root cause.
Repo: analytics-core. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-000762
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
easy
Review a serializer
healthtech
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: ecommerce-backend. 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-001755
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: cms-platform. 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-000896
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
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", "javascript", "developer-tools", "persian-friendly" ]
JT3K-002266
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Plan a repair loop
developer-tools
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: ecommerce-backend. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-000743
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Analyze hydration mismatch
developer-tools
A server-rendered page renders different timestamps on client and server.
Repo: cms-platform. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-001982
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Define a failing test suite
edtech
Produce tests for a CSV importer that must reject malformed rows.
Repo: cms-platform. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001339
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
easy
Write query tests
edtech
Create validation cases for a revenue query with month boundaries.
Repo: scheduler. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002000
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
easy
Design audit tables
saas
Design tables for tracking API events and change history.
Repo: cms-platform. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000274
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: ml-pipeline. 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-001223
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Sequence tool calls
fintech
Construct a tool-use plan for fixing an import error across multiple files.
Repo: mobile-sdk. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-000570
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Fix timezone parsing
edtech
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: mobile-sdk. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-000328
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
hard
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-002734
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
hard
Locate data fetching boundaries
infra
A Next.js repo separates server actions, client components, and shared utilities.
Repo: analytics-core. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001515
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
hard
Design client methods
fintech
Design a TypeScript client for search, pagination, and retries.
Repo: cms-platform. 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", "typescript", "fintech", "persian-friendly" ]
JT3K-001523
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Fix timezone parsing
developer-tools
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: auth-service. 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-001253
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review an async worker
creator-tools
An async task uses blocking I/O in the event loop; suggest a safer pattern.
Repo: mobile-sdk. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-002219
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
hard
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-002216
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: ecommerce-backend. 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-000669
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: scheduler. 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-001507
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
hard
Plan a repair loop
creator-tools
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: scheduler. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000171
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
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: auth-service. 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-001011
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
medium
Simplify reducer logic
creator-tools
Reduce branching in a Redux reducer without changing behavior.
Repo: analytics-core. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-002147
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
hard
Guard null props
edtech
A component crashes when optional props are missing.
Repo: payments-api. Domain: edtech. 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", "typescript", "edtech", "persian-friendly" ]