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JT3K-001418
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: payments-api. 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-001429
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
medium
Simplify a report query
infra
Refactor a deeply nested CTE chain for readability.
Repo: ml-pipeline. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001918
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
saas
Refactor a long shell script into functions with clearer error handling.
Repo: dashboard-web. Domain: saas. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "saas", "persian-friendly" ]
JT3K-002588
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
medium
Write query tests
developer-tools
Create validation cases for a revenue query with month boundaries.
Repo: ml-pipeline. 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-002876
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: auth-service. 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-001333
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
medium
Trace state across components
healthtech
A React app manages auth state in context, hooks, and a small API layer.
Repo: ecommerce-backend. Domain: healthtech. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "healthtech", "persian-friendly" ]
JT3K-002981
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
easy
Trace state across components
saas
A React app manages auth state in context, hooks, and a small API layer.
Repo: scheduler. 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", "typescript", "saas", "persian-friendly" ]
JT3K-000738
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
edtech
Design a TypeScript client for search, pagination, and retries.
Repo: ecommerce-backend. Domain: edtech. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "edtech", "persian-friendly" ]
JT3K-000203
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
developer-tools
A CI script fails because one command exits early and hides the root cause.
Repo: dashboard-web. Domain: developer-tools. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "developer-tools", "persian-friendly" ]
JT3K-001780
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
easy
Fix duplicate aggregation
edtech
A query double-counts rows after joining two one-to-many tables.
Repo: ecommerce-backend. Domain: edtech. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "edtech", "persian-friendly" ]
JT3K-002373
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: scheduler. 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-001875
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test form validation
edtech
Create tests for password and email validation in a UI flow.
Repo: cms-platform. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001154
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: analytics-core. 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-000140
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Lock down behavior
fintech
Write tests for a password strength checker with explicit boundary conditions.
Repo: mobile-sdk. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001298
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Handle empty payloads
fintech
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: payments-api. Domain: fintech. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. 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-001084
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: analytics-core. 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-000842
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a serializer
saas
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: mobile-sdk. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000043
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
medium
Plan verify-edit cycle
ecommerce
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: ecommerce-backend. Domain: ecommerce. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "ecommerce", "persian-friendly" ]
JT3K-002937
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
ecommerce
Refactor a long shell script into functions with clearer error handling.
Repo: cms-platform. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002290
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
easy
Test a formatter
edtech
Write tests for a date formatter that must respect locale and fallback rules.
Repo: ml-pipeline. Domain: edtech. 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", "typescript", "edtech", "persian-friendly" ]
JT3K-002201
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Analyze hydration mismatch
healthtech
A server-rendered page renders different timestamps on client and server.
Repo: cms-platform. Domain: healthtech. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "javascript", "healthtech", "persian-friendly" ]
JT3K-000413
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: ecommerce-backend. 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-000854
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
hard
Diagnose promise flow
ecommerce
A promise chain swallows the original error and returns a misleading success.
Repo: mobile-sdk. 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-002144
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test a formatter
edtech
Write tests for a date formatter that must respect locale and fallback rules.
Repo: auth-service. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001580
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: analytics-core. 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-000092
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
hard
Map the flow of a request through the service
infra
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: payments-api. Domain: infra. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Map the flow of a request through the service. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "infra", "persian-friendly" ]
JT3K-000621
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Design a service interface
fintech
Propose a clean Python interface for a notification service supporting email and SMS.
Repo: auth-service. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001823
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Define a failing test suite
developer-tools
Produce tests for a CSV importer that must reject malformed rows.
Repo: cms-platform. 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-001005
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
medium
Extract reusable hook
ecommerce
Refactor repeated fetch logic into a custom React hook.
Repo: ml-pipeline. 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-000143
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
easy
Guard null props
healthtech
A component crashes when optional props are missing.
Repo: scheduler. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002756
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
ecommerce
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: mobile-sdk. Domain: ecommerce. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "ecommerce", "persian-friendly" ]
JT3K-002811
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
medium
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-001220
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
hard
Guard null props
fintech
A component crashes when optional props are missing.
Repo: ecommerce-backend. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-000121
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
easy
Split a large function
healthtech
Refactor a 120-line data transformation function into small testable helpers.
Repo: ml-pipeline. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002169
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
ecommerce
Refactor a long shell script into functions with clearer error handling.
Repo: analytics-core. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-000213
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Diagnose promise flow
edtech
A promise chain swallows the original error and returns a misleading success.
Repo: cms-platform. 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-002890
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
medium
Analyze hydration mismatch
edtech
A server-rendered page renders different timestamps on client and server.
Repo: auth-service. Domain: edtech. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "edtech", "persian-friendly" ]
JT3K-000156
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: payments-api. 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-000155
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a serializer
developer-tools
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: cms-platform. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-000050
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
hard
Find hidden coupling
edtech
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: payments-api. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001634
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
medium
Plan verify-edit cycle
creator-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: scheduler. Domain: creator-tools. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "typescript", "creator-tools", "persian-friendly" ]
JT3K-001303
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: payments-api. 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-000118
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
easy
Plan release verification
ecommerce
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: chat-agent. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002491
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
medium
Design audit tables
saas
Design tables for tracking API events and change history.
Repo: mobile-sdk. 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-001153
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Find hidden coupling
edtech
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: cms-platform. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002971
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Define response shapes
infra
Design consistent API responses for success, validation errors, and server errors.
Repo: cms-platform. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-001423
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Define response shapes
developer-tools
Design consistent API responses for success, validation errors, and server errors.
Repo: ecommerce-backend. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-000959
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Design a service interface
healthtech
Propose a clean Python interface for a notification service supporting email and SMS.
Repo: cms-platform. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002123
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Design a service interface
saas
Propose a clean Python interface for a notification service supporting email and SMS.
Repo: analytics-core. Domain: saas. Python backend exposing JSON APIs.
Design the API/contract for: Design a service interface. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "saas", "persian-friendly" ]
JT3K-001374
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
edtech
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: cms-platform. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002798
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Explain a stack trace
saas
A KeyError appears in production when a field is absent in a nested payload.
Repo: mobile-sdk. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-002987
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
medium
Simplify reducer logic
edtech
Reduce branching in a Redux reducer without changing behavior.
Repo: dashboard-web. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-000997
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
easy
Plan release verification
saas
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: mobile-sdk. Domain: saas. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "saas", "persian-friendly" ]
JT3K-002522
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Handle empty payloads
creator-tools
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: scheduler. Domain: creator-tools. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "creator-tools", "persian-friendly" ]
JT3K-002730
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Handle empty payloads
healthtech
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: analytics-core. Domain: healthtech. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. 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-002878
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: scheduler. 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-002835
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
hard
Guard null props
ecommerce
A component crashes when optional props are missing.
Repo: payments-api. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001475
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
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", "javascript", "creator-tools", "persian-friendly" ]
JT3K-002624
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
edtech
Refactor a long shell script into functions with clearer error handling.
Repo: ecommerce-backend. 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-000490
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Analyze hydration mismatch
fintech
A server-rendered page renders different timestamps on client and server.
Repo: payments-api. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001723
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Sequence tool calls
infra
Construct a tool-use plan for fixing an import error across multiple files.
Repo: payments-api. 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-002462
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Explain a stack trace
saas
A KeyError appears in production when a field is absent in a nested payload.
Repo: analytics-core. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000912
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
hard
Trace a failing unit test
edtech
A test intermittently fails due to shared mutable state between cases.
Repo: payments-api. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001816
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
medium
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", "javascript", "infra", "persian-friendly" ]
JT3K-001345
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Plan a repair loop
saas
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: ecommerce-backend. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-000973
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Analyze hydration mismatch
developer-tools
A server-rendered page renders different timestamps on client and server.
Repo: analytics-core. 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-002211
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
easy
Test form validation
ecommerce
Create tests for password and email validation in a UI flow.
Repo: cms-platform. Domain: ecommerce. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test form validation. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "typescript", "ecommerce", "persian-friendly" ]
JT3K-002097
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: dashboard-web. 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-000955
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: chat-agent. 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-000728
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Find hidden coupling
saas
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: auth-service. Domain: saas. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Find hidden coupling. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "saas", "persian-friendly" ]
JT3K-000024
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: cms-platform. 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-002094
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Plan a repair loop
fintech
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: cms-platform. 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-000753
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Define a failing test suite
edtech
Produce tests for a CSV importer that must reject malformed rows.
Repo: analytics-core. 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-002087
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: payments-api. 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-002947
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Diagnose promise flow
edtech
A promise chain swallows the original error and returns a misleading success.
Repo: cms-platform. 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", "typescript", "edtech", "persian-friendly" ]
JT3K-001096
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
easy
Guard null props
edtech
A component crashes when optional props are missing.
Repo: scheduler. 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", "javascript", "edtech", "persian-friendly" ]
JT3K-002648
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Simplify reducer logic
ecommerce
Reduce branching in a Redux reducer without changing behavior.
Repo: cms-platform. 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", "typescript", "ecommerce", "persian-friendly" ]
JT3K-002285
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
ecommerce
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: mobile-sdk. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001561
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Plan rate limiting
healthtech
Add a rate limiter design that can scale across multiple workers.
Repo: auth-service. 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-001030
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Coordinate verification
creator-tools
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: mobile-sdk. Domain: creator-tools. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "creator-tools", "persian-friendly" ]
JT3K-002534
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
typescript
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", "typescript", "healthtech", "persian-friendly" ]
JT3K-000587
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
easy
Review an API client
edtech
The client mixes transport errors and business errors in one catch block.
Repo: cms-platform. Domain: edtech. Frontend app with shared utilities and API wrappers.
Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability.
Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues.
{ "checks": [ "quality issues found", "practical suggestions", "frontend concerns" ] }
[ "agentic", "coding", "code_review", "javascript", "edtech", "persian-friendly" ]
JT3K-002629
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
easy
Plan migration checks
ecommerce
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: ml-pipeline. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002647
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
easy
Plan verify-edit cycle
saas
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: payments-api. Domain: saas. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "typescript", "saas", "persian-friendly" ]
JT3K-002952
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
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", "javascript", "creator-tools", "persian-friendly" ]
JT3K-001958
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
typescript
easy
Review a memoized component
infra
An over-memoized component hides actual prop changes.
Repo: ecommerce-backend. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000310
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
easy
Plan migration checks
saas
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: auth-service. 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-001301
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
medium
Review an API client
edtech
The client mixes transport errors and business errors in one catch block.
Repo: scheduler. Domain: edtech. Frontend app with shared utilities and API wrappers.
Review the implementation for: Review an API client. Comment on correctness, UX, and maintainability.
Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues.
{ "checks": [ "quality issues found", "practical suggestions", "frontend concerns" ] }
[ "agentic", "coding", "code_review", "javascript", "edtech", "persian-friendly" ]
JT3K-002004
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
developer-tools
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: chat-agent. Domain: developer-tools. Python service with logs, stack traces, and tests.
Diagnose this failure: Diagnose a race condition. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "developer-tools", "persian-friendly" ]
JT3K-000207
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Identify the file to change for feature X
fintech
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: fintech. 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", "fintech", "persian-friendly" ]
JT3K-000042
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Define response shapes
developer-tools
Design consistent API responses for success, validation errors, and server errors.
Repo: payments-api. Domain: developer-tools. 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", "developer-tools", "persian-friendly" ]
JT3K-002224
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
easy
Diagnose build failure
edtech
A CI script fails because one command exits early and hides the root cause.
Repo: cms-platform. Domain: edtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "edtech", "persian-friendly" ]
JT3K-000404
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Reduce duplication
infra
The repo has repeated validation logic in three endpoints; centralize it.
Repo: auth-service. Domain: infra. Python codebase with repeated helpers and service objects.
Refactor the following situation: Reduce duplication. Preserve behavior and reduce complexity.
Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O.
{ "checks": [ "behavior preserved", "complexity reduced", "tests updated" ] }
[ "agentic", "coding", "refactor", "python", "infra", "persian-friendly" ]
JT3K-000548
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: cms-platform. 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-000965
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
medium
Trace missing rows
fintech
A dashboard shows missing records after a timezone conversion.
Repo: analytics-core. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-000799
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Coordinate verification
infra
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: cms-platform. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000190
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: 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", "typescript", "ecommerce", "persian-friendly" ]
JT3K-000366
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Coordinate verification
healthtech
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: ecommerce-backend. Domain: healthtech. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "healthtech", "persian-friendly" ]
JT3K-000527
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
medium
Review a reporting query
developer-tools
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: dashboard-web. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-002727
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
easy
Simplify a report query
saas
Refactor a deeply nested CTE chain for readability.
Repo: chat-agent. Domain: saas. 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", "saas", "persian-friendly" ]