Paste your feature request in plain English into Claude. Get scope boundaries — what is explicitly IN and OUT — acceptance criteria written as user stories, 5 edge cases you probably have not considered, and a test plan you can hand to QA. Takes 20 minutes and eliminates most mid-implementation surprises. The edge cases alone save an average of one production bug per feature.
Set Up a 24/7 AI Assistant for Your WhatsApp Business in Under 2 Hours
A 24/7 WhatsApp AI assistant that handles your 5 most common customer queries automaticall…
Build a Prompt Registry So Your Team AI Outputs Stay Consistent
A prompt registry template with versioning, ownership, and output criteria plus rewritten …
2-4 hours of mid-implementation rework per feature
Engineering
ChatGPT
Feature request, repo constraints, relevant modules, and testing expectations.
The spec names what should not change and defines objective acceptance criteria.
A spec can still be wrong; verify it against the codebase before implementation.
Synthesize Research Notes Into a Coherent Argument With Source Conflicts Surfaced
Supporting evidence, surfaced counter-arguments, source conflict analysis, and a synthesis…