Guidance for diagnosing and fixing slow Python backend code — profile before changing anything, fix algorithmic complexity and N+1 queries…
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Guidance for writing or reviewing pytest tests for a Python backend — use fixtures and parametrize instead of copy-pasted setup, test…
Guidance for writing correct, non-blocking async Python — using async/await for I/O-bound work, never calling blocking functions from…
Guidance for structuring a Python/FastAPI backend into layers (routers/services/repositories) and feature-first modules so it stays easy…
Guidance for frontend HTTP and data-fetching code — keep raw HTTP calls out of UI components, route them through hooks/query layers and…
Guidance for implementing or refactoring React components — keep components focused on rendering, props, and events, and extract API…
Guidance for structuring frontend feature code as vertical feature-first slices (src/features/<feature>/...) instead of global technical…
Guidance for writing or reviewing React unit tests — test observable behavior via Testing Library queries (role/label/text over test-id)…
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