Kwame Choi

A safe refactor plan for mobile apps: characterization tests, seams, and steps that keep CI green. Built for solo developers working in mobile apps, tuned for Claude. 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 browser extensions: plan first, tests first, small diffs. Built for startup engineering teams working in browser extensions, tuned for Claude. 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 systematic debugging workflow for React frontends that finds root causes instead of symptoms. Built for platform teams working in React frontends, tuned for Claude. 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 machine-learning services — behavior tests, edge cases and fixtures that stay maintainable. Built for solo developers working in machine-learning services, tuned for Claude. 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 structured way to make and document architecture calls for Python backends. Built for agency dev shops working in Python backends, tuned for Claude. 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.