~/talk

AI First Legacy Migration

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An agentic orchestration pipeline extracts language‑agnostic specs using CodeGraph, LLM agents, Ader and Glean, then deterministically regenerates apps with a specification engine and stateful test-driven generation. The system runs automated validation, mutation testing (80% baseline), Dependabot/TruffleHog security checks and an iterative self‑correction loop. Applied to Ruby→Kotlin and PHP→TypeScript migrations it achieves one‑to‑one parity against ~2,000 legacy test cases while cutting human hours ~4× and total cost ~5×.

AI-written summary · about

  1. 0:00AI-powered legacy migration intro
  2. 3:45Legacy system documentation challenges
  3. 6:37Technical spec discovery
  4. 12:59Business requirement generation
  5. 17:00User stories for migration
  6. 19:56Code generation pipeline
  7. 21:44Bootstrap and blueprint agents
  8. 23:24TDD in code generation
  9. 24:51Black box validation for parity
  10. 26:45Quality harnesses for maintainable code
  11. 28:30Real-world migration outcomes
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