PolyDev Coach is ready for submission!
PolyDev Coach evolved into a multi-agent Amazon Nova-powered code review platform for MuleSoft, Python, and Java.
Key updates during the build
- Built a 6-agent pipeline instead of a single LLM workflow
- Added Amazon Nova model routing:
- Nova Micro for structured analysis
- Nova Lite for coaching + validation
- Nova Pro for refactoring
- Combined deterministic static analysis with AI reasoning
- Added a validator agent for confidence scoring and self-correction
- Expanded support across MuleSoft, Python, and Java
- Finalized the React + FastAPI demo for hackathon submission
What makes it special
PolyDev Coach doesn’t just detect issues — it:
- explains why they matter in production
- generates safer refactors
- validates the AI output before presenting it
The biggest learning: static analysis + AI together is far stronger than either alone.
Excited to submit this for the Amazon Nova Hackathon
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