Liam Choi

A systematic debugging workflow for GraphQL services that finds root causes instead of symptoms. Built for solo developers working in GraphQL services, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

Meaningful test coverage for REST APIs — behavior tests, edge cases and fixtures that stay maintainable. Built for startup engineering teams working in REST APIs, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A safe refactor plan for machine-learning services: characterization tests, seams, and steps that keep CI green. Built for solo developers working in machine-learning services, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A disciplined build-a-feature workflow for data pipelines: plan first, tests first, small diffs. Built for agency dev shops working in data pipelines, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A thorough review pass tuned for React frontends — correctness first, style last. Built for technical founders working in React frontends, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.