279 / 279 · Module 20 — AI-Assisted Requirements, Development, and Testing · filtered: code← prev⊞ all
20.32A possible AI workflow
Here's the workflow I'd actually want:
PM story / meeting
↓
Requirements Analyst AI
↓
business-rules.md
open-questions.md
↓
Human/Product approval
↓
Mapping AI
↓
mapping.csv
↓
Architecture AI
↓
design.md
↓
Human engineering review
↓
Implementation AI
↓
Mule/DataWeave code
↓
Test Designer AI
↓
MUnit + integration tests
↓
Review agents
┌──────┼─────────┐
↓ ↓ ↓
Mapping Security Resilience
↓
CI
↓
QA deployment
↓
Automated regression
↓
Release readiness AI
↓
Human release decision
Notice the AI doesn't replace the Product Manager.
It converts messy human decisions into consistent engineering artifacts.