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Testing

Live developer experience audit: tests docs, measures onboarding time, and produces a DX scorecard with evidence.

Development

Write efficient C code for systems programming with proper memory management and pointers.

Testing

Guidance for writing or changing Vitest and React Testing Library tests in web/ and packages/dify-ui/. Useful for frontend test strategy and evaluating existing approaches.

Development

Continue work on an existing PR: resolve merge conflicts, fix CI failures, address reviewer feedback, and push updates. Fetches PR metadata via gh or the GitHub API.

Development

Call REST APIs from Python, parse JSON responses, and extract useful fields to report back to the user.

Testing

Testing strategy for Supabase Studio: extract logic into pure utility functions, use unit tests for exhaustive permutations, component tests for complex UI, and E2E for shared features.

Data & AI

Build financial models, backtest trading strategies, analyze market data, risk metrics, and portfolio optimization.

Data & AI

Define and manage cognitive patterns for agent reasoning and decision-making.

DevOps

Handles the finalization phase of a plan: committing code, pushing branches, and creating pull requests. It is used after verification has passed, to complete the workflow and ship changes. Configuration options control whether to commit, push, create a PR, run automated reviews, or capture learnings.

Data & AI

Speed up large data ingestion, backfill, ETL, and warehouse loading while maintaining correctness. Focus on measuring backlog and promoting fast, verifiable paths.

Development

Production-ready Dart and Flutter patterns covering null safety, state management (BLoC, Riverpod, Provider), navigation, networking, and clean architecture for writing or reviewing code.

Testing

Generate pairwise tests to efficiently cover combinations and reduce the number of test cases.