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JT3K-002152
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
medium
Review a memoized component
developer-tools
An over-memoized component hides actual prop changes.
Repo: ecommerce-backend. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002132
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
developer-tools
Design a TypeScript client for search, pagination, and retries.
Repo: auth-service. 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", "javascript", "developer-tools", "persian-friendly" ]
JT3K-002873
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
easy
Review an API client
infra
The client mixes transport errors and business errors in one catch block.
Repo: scheduler. 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-002602
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
easy
Review a memoized component
developer-tools
An over-memoized component hides actual prop changes.
Repo: cms-platform. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002451
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
easy
Plan release verification
creator-tools
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: ecommerce-backend. Domain: creator-tools. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "creator-tools", "persian-friendly" ]
JT3K-002085
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
fintech
Refactor a long shell script into functions with clearer error handling.
Repo: chat-agent. Domain: fintech. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "fintech", "persian-friendly" ]
JT3K-001810
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
easy
Simplify a report query
creator-tools
Refactor a deeply nested CTE chain for readability.
Repo: ml-pipeline. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000009
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
hard
Trace a failing unit test
creator-tools
A test intermittently fails due to shared mutable state between cases.
Repo: dashboard-web. 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-002015
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
hard
Plan verify-edit cycle
edtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: scheduler. 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-002925
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
hard
Review a reporting query
creator-tools
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: chat-agent. Domain: creator-tools. SQL reporting and ETL jobs.
Review the SQL for: Review a reporting query. Identify correctness and performance risks.
Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins.
{ "checks": [ "performance risk", "logic risk", "clear recommendation" ] }
[ "agentic", "coding", "code_review", "sql", "creator-tools", "persian-friendly" ]
JT3K-001575
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
medium
Review a memoized component
creator-tools
An over-memoized component hides actual prop changes.
Repo: dashboard-web. 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-001787
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-000640
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Trace a failing unit test
fintech
A test intermittently fails due to shared mutable state between cases.
Repo: dashboard-web. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-002442
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-002107
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Define response shapes
healthtech
Design consistent API responses for success, validation errors, and server errors.
Repo: mobile-sdk. 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-000008
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
easy
Locate data fetching boundaries
ecommerce
A Next.js repo separates server actions, client components, and shared utilities.
Repo: payments-api. Domain: ecommerce. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "typescript", "ecommerce", "persian-friendly" ]
JT3K-000661
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Prevent duplicate inserts
healthtech
A repository method can insert duplicate rows under retries. Add idempotency guards.
Repo: chat-agent. Domain: healthtech. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Prevent duplicate inserts. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "healthtech", "persian-friendly" ]
JT3K-001743
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
medium
Test form validation
saas
Create tests for password and email validation in a UI flow.
Repo: auth-service. Domain: saas. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test form validation. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "javascript", "saas", "persian-friendly" ]
JT3K-001513
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Trace state across components
saas
A React app manages auth state in context, hooks, and a small API layer.
Repo: payments-api. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000147
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
easy
Locate data fetching boundaries
creator-tools
A Next.js repo separates server actions, client components, and shared utilities.
Repo: ecommerce-backend. 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", "typescript", "creator-tools", "persian-friendly" ]
JT3K-000622
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
easy
Review a cache helper
healthtech
A cache wrapper forgets to namespace keys and can collide across tenants.
Repo: payments-api. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002526
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
medium
Review a memoized component
healthtech
An over-memoized component hides actual prop changes.
Repo: chat-agent. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000130
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Map the flow of a request through the service
edtech
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: mobile-sdk. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-000065
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
hard
Write query tests
infra
Create validation cases for a revenue query with month boundaries.
Repo: analytics-core. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001907
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: analytics-core. 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-000195
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Map the flow of a request through the service
creator-tools
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: chat-agent. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-001920
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Analyze hydration mismatch
infra
A server-rendered page renders different timestamps on client and server.
Repo: auth-service. 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-002505
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Simplify reducer logic
infra
Reduce branching in a Redux reducer without changing behavior.
Repo: payments-api. Domain: infra. React components and shared logic in a frontend repo.
Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "infra", "persian-friendly" ]
JT3K-001800
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
easy
Review a reporting query
healthtech
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: ecommerce-backend. Domain: healthtech. SQL reporting and ETL jobs.
Review the SQL for: Review a reporting query. Identify correctness and performance risks.
Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins.
{ "checks": [ "performance risk", "logic risk", "clear recommendation" ] }
[ "agentic", "coding", "code_review", "sql", "healthtech", "persian-friendly" ]
JT3K-001532
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: auth-service. 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-002559
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
hard
Write tests before implementation
edtech
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: ecommerce-backend. Domain: edtech. Python package with pytest and typed functions.
Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation.
Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small.
{ "checks": [ "edge cases covered", "test names clear", "deterministic behavior" ] }
[ "agentic", "coding", "tdd", "python", "edtech", "persian-friendly" ]
JT3K-001067
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
sql
easy
Understand schema relationships
healthtech
A warehouse schema uses fact and dimension tables for subscriptions and events.
Repo: payments-api. Domain: healthtech. Data warehouse with fact/dimension tables and scheduled jobs.
Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps.
Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points.
{ "checks": [ "table flow", "join logic", "aggregation path" ] }
[ "agentic", "coding", "repo_understanding", "sql", "healthtech", "persian-friendly" ]
JT3K-001077
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: analytics-core. 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-000178
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
hard
Extract reusable hook
ecommerce
Refactor repeated fetch logic into a custom React hook.
Repo: scheduler. 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-001608
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
ecommerce
Design a TypeScript client for search, pagination, and retries.
Repo: payments-api. 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-001338
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
hard
Design client methods
ecommerce
Design a TypeScript client for search, pagination, and retries.
Repo: dashboard-web. 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-002091
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
easy
Simplify a report query
creator-tools
Refactor a deeply nested CTE chain for readability.
Repo: auth-service. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-001137
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
ecommerce
A CI script fails because one command exits early and hides the root cause.
Repo: chat-agent. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002031
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Plan rate limiting
creator-tools
Add a rate limiter design that can scale across multiple workers.
Repo: cms-platform. Domain: creator-tools. Python backend exposing JSON APIs.
Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "creator-tools", "persian-friendly" ]
JT3K-001311
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: dashboard-web. 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" ]
JT3K-001327
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
healthtech
A dashboard shows missing records after a timezone conversion.
Repo: mobile-sdk. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000378
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: cms-platform. 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-002301
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: ml-pipeline. 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-002027
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
easy
Fix duplicate aggregation
fintech
A query double-counts rows after joining two one-to-many tables.
Repo: scheduler. Domain: fintech. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "fintech", "persian-friendly" ]
JT3K-000721
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Define a failing test suite
infra
Produce tests for a CSV importer that must reject malformed rows.
Repo: analytics-core. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-002440
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Split a large function
ecommerce
Refactor a 120-line data transformation function into small testable helpers.
Repo: ecommerce-backend. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-000528
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Write tests before implementation
creator-tools
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: cms-platform. Domain: creator-tools. Python package with pytest and typed functions.
Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation.
Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small.
{ "checks": [ "edge cases covered", "test names clear", "deterministic behavior" ] }
[ "agentic", "coding", "tdd", "python", "creator-tools", "persian-friendly" ]
JT3K-000867
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
easy
Write query tests
saas
Create validation cases for a revenue query with month boundaries.
Repo: mobile-sdk. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-001829
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
sql
easy
Understand schema relationships
infra
A warehouse schema uses fact and dimension tables for subscriptions and events.
Repo: ecommerce-backend. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001763
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
hard
Plan a repair loop
edtech
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: payments-api. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001640
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: payments-api. 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-002102
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
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-001387
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
developer-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: payments-api. 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", "javascript", "developer-tools", "persian-friendly" ]
JT3K-000424
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: ecommerce-backend. 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-001231
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Lock down behavior
edtech
Write tests for a password strength checker with explicit boundary conditions.
Repo: ecommerce-backend. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002336
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
healthtech
Design a TypeScript client for search, pagination, and retries.
Repo: mobile-sdk. Domain: healthtech. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "healthtech", "persian-friendly" ]
JT3K-002292
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Identify the file to change for feature X
creator-tools
A FastAPI repo stores schema logic in one module and persistence in another. Locate where to add a new field safely.
Repo: dashboard-web. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-001518
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
easy
Diagnose build failure
saas
A CI script fails because one command exits early and hides the root cause.
Repo: ecommerce-backend. Domain: saas. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "saas", "persian-friendly" ]
JT3K-001543
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
hard
Locate data fetching boundaries
creator-tools
A Next.js repo separates server actions, client components, and shared utilities.
Repo: payments-api. 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-001356
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
hard
Trace state across components
fintech
A React app manages auth state in context, hooks, and a small API layer.
Repo: scheduler. Domain: fintech. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "fintech", "persian-friendly" ]
JT3K-001350
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Prevent duplicate inserts
infra
A repository method can insert duplicate rows under retries. Add idempotency guards.
Repo: ml-pipeline. Domain: infra. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Prevent duplicate inserts. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "infra", "persian-friendly" ]
JT3K-002204
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Plan rate limiting
infra
Add a rate limiter design that can scale across multiple workers.
Repo: scheduler. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000434
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: scheduler. 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-000228
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
easy
Reduce duplication
healthtech
The repo has repeated validation logic in three endpoints; centralize it.
Repo: chat-agent. 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-002371
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Trace a failing unit test
saas
A test intermittently fails due to shared mutable state between cases.
Repo: ml-pipeline. 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-001432
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Fix stale closure
fintech
A hook callback reads old state after rapid updates; patch it.
Repo: ecommerce-backend. 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", "javascript", "fintech", "persian-friendly" ]
JT3K-000871
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: analytics-core. 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-000512
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
easy
Review a serializer
creator-tools
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: analytics-core. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000148
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
creator-tools
Design a TypeScript client for search, pagination, and retries.
Repo: mobile-sdk. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-000503
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: dashboard-web. 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-002840
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Sequence tool calls
edtech
Construct a tool-use plan for fixing an import error across multiple files.
Repo: cms-platform. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001702
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
easy
Simplify reducer logic
infra
Reduce branching in a Redux reducer without changing behavior.
Repo: ml-pipeline. Domain: infra. React components and shared logic in a frontend repo.
Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "javascript", "infra", "persian-friendly" ]
JT3K-001337
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
medium
Simplify script logic
healthtech
Refactor a long shell script into functions with clearer error handling.
Repo: ml-pipeline. 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-002228
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Fix timezone parsing
developer-tools
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: ecommerce-backend. 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-000393
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Find hidden coupling
healthtech
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: chat-agent. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000632
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Fix stale closure
ecommerce
A hook callback reads old state after rapid updates; patch it.
Repo: analytics-core. 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", "javascript", "ecommerce", "persian-friendly" ]
JT3K-000538
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: dashboard-web. 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-000533
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Analyze hydration mismatch
infra
A server-rendered page renders different timestamps on client and server.
Repo: ml-pipeline. 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-000872
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
easy
Diagnose build failure
infra
A CI script fails because one command exits early and hides the root cause.
Repo: scheduler. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001635
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Simplify reducer logic
healthtech
Reduce branching in a Redux reducer without changing behavior.
Repo: scheduler. 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-000311
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
infra
Design a TypeScript client for search, pagination, and retries.
Repo: analytics-core. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-002802
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: payments-api. 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-000103
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
hard
Simplify script logic
edtech
Refactor a long shell script into functions with clearer error handling.
Repo: ml-pipeline. 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-000699
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
easy
Review an async worker
developer-tools
An async task uses blocking I/O in the event loop; suggest a safer pattern.
Repo: dashboard-web. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-000187
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
hard
Simplify reducer logic
ecommerce
Reduce branching in a Redux reducer without changing behavior.
Repo: dashboard-web. 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-001208
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
typescript
easy
Review an API client
creator-tools
The client mixes transport errors and business errors in one catch block.
Repo: ml-pipeline. 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", "typescript", "creator-tools", "persian-friendly" ]
JT3K-000569
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: dashboard-web. 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-002699
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
edtech
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: dashboard-web. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002492
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Write tests before implementation
saas
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: chat-agent. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000649
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Plan a repair loop
ecommerce
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: scheduler. 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-002904
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: payments-api. 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-001375
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Guard null props
infra
A component crashes when optional props are missing.
Repo: analytics-core. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-002176
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
easy
Write query tests
ecommerce
Create validation cases for a revenue query with month boundaries.
Repo: auth-service. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002998
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Reduce duplication
saas
The repo has repeated validation logic in three endpoints; centralize it.
Repo: cms-platform. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-001451
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
medium
Simplify script logic
creator-tools
Refactor a long shell script into functions with clearer error handling.
Repo: cms-platform. Domain: creator-tools. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "creator-tools", "persian-friendly" ]
JT3K-000332
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: payments-api. 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-002475
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
hard
Review a memoized component
healthtech
An over-memoized component hides actual prop changes.
Repo: payments-api. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002674
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
creator-tools
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: scheduler. Domain: creator-tools. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "creator-tools", "persian-friendly" ]
JT3K-002515
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
creator-tools
Design a TypeScript client for search, pagination, and retries.
Repo: auth-service. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-002740
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: auth-service. Domain: creator-tools. Python package with pytest and typed functions.
Write a test-first plan for: Define a failing test suite. Include the key test cases before implementation.
Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small.
{ "checks": [ "edge cases covered", "test names clear", "deterministic behavior" ] }
[ "agentic", "coding", "tdd", "python", "creator-tools", "persian-friendly" ]