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JT3K-001714
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
infra
Design a TypeScript client for search, pagination, and retries.
Repo: mobile-sdk. 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", "javascript", "infra", "persian-friendly" ]
JT3K-002057
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
healthtech
Design a TypeScript client for search, pagination, and retries.
Repo: chat-agent. 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-000064
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
easy
Test form validation
fintech
Create tests for password and email validation in a UI flow.
Repo: chat-agent. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001525
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
medium
Simplify a report query
healthtech
Refactor a deeply nested CTE chain for readability.
Repo: auth-service. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-000128
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: mobile-sdk. 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-002669
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
saas
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: ml-pipeline. 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-001504
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Coordinate verification
edtech
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: auth-service. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-001718
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
hard
Diagnose build failure
edtech
A CI script fails because one command exits early and hides the root cause.
Repo: auth-service. Domain: edtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "edtech", "persian-friendly" ]
JT3K-001076
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
easy
Design audit tables
ecommerce
Design tables for tracking API events and change history.
Repo: auth-service. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-002320
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
medium
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-002970
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
hard
Write tests before implementation
creator-tools
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: ml-pipeline. 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-000916
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
saas
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: dashboard-web. Domain: saas. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "saas", "persian-friendly" ]
JT3K-002772
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
hard
Diagnose build failure
healthtech
A CI script fails because one command exits early and hides the root cause.
Repo: chat-agent. Domain: healthtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "healthtech", "persian-friendly" ]
JT3K-002118
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: scheduler. 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-002921
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: chat-agent. 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-001325
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
creator-tools
A query double-counts rows after joining two one-to-many tables.
Repo: mobile-sdk. Domain: creator-tools. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "creator-tools", "persian-friendly" ]
JT3K-001779
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
fintech
A dashboard shows missing records after a timezone conversion.
Repo: cms-platform. 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-001420
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test form validation
infra
Create tests for password and email validation in a UI flow.
Repo: dashboard-web. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000923
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review an async worker
ecommerce
An async task uses blocking I/O in the event loop; suggest a safer pattern.
Repo: analytics-core. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-001353
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
hard
Improve readability
creator-tools
Rename ambiguous variables and simplify nested conditionals in a config loader.
Repo: scheduler. Domain: creator-tools. Python codebase with repeated helpers and service objects.
Refactor the following situation: Improve readability. Preserve behavior and reduce complexity.
Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O.
{ "checks": [ "behavior preserved", "complexity reduced", "tests updated" ] }
[ "agentic", "coding", "refactor", "python", "creator-tools", "persian-friendly" ]
JT3K-000234
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
easy
Plan verify-edit cycle
creator-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: mobile-sdk. 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-002441
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
easy
Fix stale closure
ecommerce
A hook callback reads old state after rapid updates; patch it.
Repo: dashboard-web. 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-000023
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Sequence tool calls
creator-tools
Construct a tool-use plan for fixing an import error across multiple files.
Repo: ml-pipeline. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-002829
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
medium
Trace missing rows
healthtech
A dashboard shows missing records after a timezone conversion.
Repo: ml-pipeline. 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-002849
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Plan a repair loop
saas
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: chat-agent. 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-001392
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Write tests before implementation
creator-tools
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: analytics-core. 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-002033
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
medium
Extract reusable hook
edtech
Refactor repeated fetch logic into a custom React hook.
Repo: mobile-sdk. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002537
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
easy
Plan release verification
edtech
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: payments-api. 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-001891
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
medium
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-001205
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
easy
Design client methods
edtech
Design a TypeScript client for search, pagination, and retries.
Repo: ml-pipeline. 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", "typescript", "edtech", "persian-friendly" ]
JT3K-000688
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
sql
medium
Write query tests
infra
Create validation cases for a revenue query with month boundaries.
Repo: auth-service. 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-002051
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
hard
Diagnose build failure
fintech
A CI script fails because one command exits early and hides the root cause.
Repo: dashboard-web. Domain: fintech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "fintech", "persian-friendly" ]
JT3K-000237
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: auth-service. 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-002748
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
saas
Design a TypeScript client for search, pagination, and retries.
Repo: analytics-core. Domain: saas. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "typescript", "saas", "persian-friendly" ]
JT3K-002700
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
medium
Design audit tables
edtech
Design tables for tracking API events and change history.
Repo: chat-agent. Domain: edtech. Analytics schema design.
Design the tables or schema for: Design audit tables. Define keys, partitions, and audit columns.
Use surrogate keys, timestamps, source metadata, and clear fact/dimension separation.
{ "checks": [ "schema clarity", "scalability", "auditability" ] }
[ "agentic", "coding", "api_design", "sql", "edtech", "persian-friendly" ]
JT3K-000371
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Trace a failing unit test
healthtech
A test intermittently fails due to shared mutable state between cases.
Repo: cms-platform. Domain: healthtech. Python service with logs, stack traces, and tests.
Diagnose this failure: Trace a failing unit test. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "healthtech", "persian-friendly" ]
JT3K-000127
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
medium
Simplify a report query
developer-tools
Refactor a deeply nested CTE chain for readability.
Repo: payments-api. Domain: developer-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", "developer-tools", "persian-friendly" ]
JT3K-000433
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Diagnose promise flow
healthtech
A promise chain swallows the original error and returns a misleading success.
Repo: scheduler. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-001651
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
saas
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: analytics-core. 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-000494
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Split a large function
creator-tools
Refactor a 120-line data transformation function into small testable helpers.
Repo: analytics-core. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000145
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
easy
Reduce duplication
fintech
The repo has repeated validation logic in three endpoints; centralize it.
Repo: cms-platform. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001983
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
creator-tools
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: payments-api. Domain: creator-tools. Python service with logs, stack traces, and tests.
Diagnose this failure: Diagnose a race condition. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "creator-tools", "persian-friendly" ]
JT3K-001023
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Find hidden coupling
ecommerce
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: mobile-sdk. Domain: ecommerce. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Find hidden coupling. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "ecommerce", "persian-friendly" ]
JT3K-000077
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Map the flow of a request through the service
infra
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: 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-002899
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: ecommerce-backend. 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-000028
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Fix timezone parsing
edtech
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: scheduler. Domain: edtech. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Fix timezone parsing. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "edtech", "persian-friendly" ]
JT3K-002463
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Find hidden coupling
developer-tools
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: ml-pipeline. Domain: developer-tools. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Find hidden coupling. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "developer-tools", "persian-friendly" ]
JT3K-001835
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
easy
Locate data fetching boundaries
saas
A Next.js repo separates server actions, client components, and shared utilities.
Repo: ecommerce-backend. Domain: saas. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "typescript", "saas", "persian-friendly" ]
JT3K-002616
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
hard
Diagnose promise flow
fintech
A promise chain swallows the original error and returns a misleading success.
Repo: chat-agent. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-001499
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Explain a stack trace
edtech
A KeyError appears in production when a field is absent in a nested payload.
Repo: payments-api. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-000571
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Map the flow of a request through the service
fintech
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: auth-service. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-000931
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Plan a repair loop
healthtech
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: ml-pipeline. Domain: healthtech. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Plan a repair loop. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "healthtech", "persian-friendly" ]
JT3K-000368
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
javascript
hard
Extract reusable hook
ecommerce
Refactor repeated fetch logic into a custom React hook.
Repo: ecommerce-backend. 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-001786
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Identify the file to change for feature X
healthtech
A FastAPI repo stores schema logic in one module and persistence in another. Locate where to add a new field safely.
Repo: dashboard-web. Domain: healthtech. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Identify the file to change for feature X. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "healthtech", "persian-friendly" ]
JT3K-002016
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Fix stale closure
developer-tools
A hook callback reads old state after rapid updates; patch it.
Repo: auth-service. Domain: developer-tools. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Fix stale closure. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "developer-tools", "persian-friendly" ]
JT3K-000283
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Sequence tool calls
creator-tools
Construct a tool-use plan for fixing an import error across multiple files.
Repo: dashboard-web. Domain: creator-tools. 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", "creator-tools", "persian-friendly" ]
JT3K-000863
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: mobile-sdk. 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-000122
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a cache helper
fintech
A cache wrapper forgets to namespace keys and can collide across tenants.
Repo: chat-agent. Domain: fintech. Python backend with API handlers and background workers.
Review the code for: Review a cache helper. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "fintech", "persian-friendly" ]
JT3K-000855
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
healthtech
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: mobile-sdk. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002881
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
hard
Simplify reducer logic
developer-tools
Reduce branching in a Redux reducer without changing behavior.
Repo: chat-agent. Domain: developer-tools. React components and shared logic in a frontend repo.
Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "developer-tools", "persian-friendly" ]
JT3K-002246
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
medium
Locate data fetching boundaries
developer-tools
A Next.js repo separates server actions, client components, and shared utilities.
Repo: ecommerce-backend. Domain: developer-tools. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "typescript", "developer-tools", "persian-friendly" ]
JT3K-001042
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a cache helper
infra
A cache wrapper forgets to namespace keys and can collide across tenants.
Repo: cms-platform. Domain: infra. Python backend with API handlers and background workers.
Review the code for: Review a cache helper. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "infra", "persian-friendly" ]
JT3K-001711
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
easy
Test a formatter
creator-tools
Write tests for a date formatter that must respect locale and fallback rules.
Repo: scheduler. Domain: creator-tools. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test a formatter. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "typescript", "creator-tools", "persian-friendly" ]
JT3K-001516
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Trace state across components
infra
A React app manages auth state in context, hooks, and a small API layer.
Repo: analytics-core. Domain: infra. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "infra", "persian-friendly" ]
JT3K-002424
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
easy
Plan release verification
healthtech
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: mobile-sdk. Domain: healthtech. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "healthtech", "persian-friendly" ]
JT3K-000647
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Extract reusable hook
infra
Refactor repeated fetch logic into a custom React hook.
Repo: payments-api. Domain: infra. React components and shared logic in a frontend repo.
Refactor the following: Extract reusable hook. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "infra", "persian-friendly" ]
JT3K-001212
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Sequence tool calls
saas
Construct a tool-use plan for fixing an import error across multiple files.
Repo: cms-platform. Domain: saas. 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", "saas", "persian-friendly" ]
JT3K-002443
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
medium
Trace state across components
edtech
A React app manages auth state in context, hooks, and a small API layer.
Repo: analytics-core. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-002180
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
infra
A dashboard shows missing records after a timezone conversion.
Repo: payments-api. Domain: infra. SQL pipeline and dashboard queries.
Trace the data issue: Trace missing rows. Explain likely cause and how to verify the fix.
Check timezone conversion, join cardinality, and filters that remove expected rows.
{ "checks": [ "root cause", "data verification", "metric consistency" ] }
[ "agentic", "coding", "debug_trace", "sql", "infra", "persian-friendly" ]
JT3K-000880
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
sql
easy
Design audit tables
saas
Design tables for tracking API events and change history.
Repo: payments-api. 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-001960
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
easy
Guard null props
fintech
A component crashes when optional props are missing.
Repo: payments-api. 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", "typescript", "fintech", "persian-friendly" ]
JT3K-000199
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
hard
Define response shapes
creator-tools
Design consistent API responses for success, validation errors, and server errors.
Repo: ml-pipeline. Domain: creator-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", "creator-tools", "persian-friendly" ]
JT3K-000689
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
hard
Identify the file to change for feature X
ecommerce
A FastAPI repo stores schema logic in one module and persistence in another. Locate where to add a new field safely.
Repo: scheduler. Domain: ecommerce. 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", "ecommerce", "persian-friendly" ]
JT3K-000132
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Guard null props
fintech
A component crashes when optional props are missing.
Repo: dashboard-web. 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-000385
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
hard
Simplify script logic
creator-tools
Refactor a long shell script into functions with clearer error handling.
Repo: ecommerce-backend. 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-000294
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Define response shapes
fintech
Design consistent API responses for success, validation errors, and server errors.
Repo: dashboard-web. Domain: fintech. 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", "fintech", "persian-friendly" ]
JT3K-002751
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: scheduler. 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-002396
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Diagnose promise flow
infra
A promise chain swallows the original error and returns a misleading success.
Repo: ecommerce-backend. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-000831
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Define a failing test suite
infra
Produce tests for a CSV importer that must reject malformed rows.
Repo: ecommerce-backend. 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-002769
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-000666
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Plan a repair loop
developer-tools
The agent should read files, run tests, inspect failures, patch code, and re-run checks.
Repo: payments-api. Domain: developer-tools. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Plan a repair loop. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "developer-tools", "persian-friendly" ]
JT3K-002344
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
medium
Test a formatter
healthtech
Write tests for a date formatter that must respect locale and fallback rules.
Repo: dashboard-web. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-002828
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Plan rate limiting
infra
Add a rate limiter design that can scale across multiple workers.
Repo: ecommerce-backend. 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-002502
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: ecommerce-backend. 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-001251
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: scheduler. 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-001300
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
creator-tools
A query double-counts rows after joining two one-to-many tables.
Repo: ml-pipeline. 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-001340
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
medium
Map the flow of a request through the service
infra
Given a Python Flask service with routes, services, and a DB layer, explain the request path for creating an order.
Repo: chat-agent. Domain: infra. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Map the flow of a request through the service. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "infra", "persian-friendly" ]
JT3K-002649
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
medium
Reduce duplication
edtech
The repo has repeated validation logic in three endpoints; centralize it.
Repo: payments-api. Domain: edtech. 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", "edtech", "persian-friendly" ]
JT3K-000983
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
fintech
A KeyError appears in production when a field is absent in a nested payload.
Repo: payments-api. Domain: fintech. Python service with logs, stack traces, and tests.
Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "fintech", "persian-friendly" ]
JT3K-001106
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
developer-tools
Design a TypeScript client for search, pagination, and retries.
Repo: ecommerce-backend. 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-001414
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
easy
Fix stale closure
saas
A hook callback reads old state after rapid updates; patch it.
Repo: analytics-core. Domain: saas. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Fix stale closure. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "saas", "persian-friendly" ]
JT3K-000953
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review an async worker
healthtech
An async task uses blocking I/O in the event loop; suggest a safer pattern.
Repo: ecommerce-backend. Domain: healthtech. 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", "healthtech", "persian-friendly" ]
JT3K-001381
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
easy
Test form validation
infra
Create tests for password and email validation in a UI flow.
Repo: payments-api. Domain: infra. 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", "infra", "persian-friendly" ]
JT3K-002983
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
hard
Split a large function
edtech
Refactor a 120-line data transformation function into small testable helpers.
Repo: analytics-core. Domain: edtech. Python codebase with repeated helpers and service objects.
Refactor the following situation: Split a large function. Preserve behavior and reduce complexity.
Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O.
{ "checks": [ "behavior preserved", "complexity reduced", "tests updated" ] }
[ "agentic", "coding", "refactor", "python", "edtech", "persian-friendly" ]
JT3K-000309
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: auth-service. 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-001408
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: ecommerce-backend. 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-002341
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
javascript
easy
Review a memoized component
creator-tools
An over-memoized component hides actual prop changes.
Repo: analytics-core. Domain: creator-tools. Frontend app with shared utilities and API wrappers.
Review the implementation for: Review a memoized component. Comment on correctness, UX, and maintainability.
Look for async race conditions, unnecessary re-renders, error handling gaps, and accessibility issues.
{ "checks": [ "quality issues found", "practical suggestions", "frontend concerns" ] }
[ "agentic", "coding", "code_review", "javascript", "creator-tools", "persian-friendly" ]
JT3K-001068
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
medium
Locate data fetching boundaries
developer-tools
A Next.js repo separates server actions, client components, and shared utilities.
Repo: dashboard-web. Domain: developer-tools. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "developer-tools", "persian-friendly" ]
JT3K-002948
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
easy
Plan verify-edit cycle
creator-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: auth-service. 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-000998
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
medium
Write tests before implementation
healthtech
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: ml-pipeline. Domain: healthtech. 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", "healthtech", "persian-friendly" ]