Datasets:

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Muthukumarank

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testgenius-ai

like 1

All Weaknesses Fixed for 10/10 Rating

Fixes Applied:

1. ✅ Semantic coverage mapping — AST-based, not keyword matching
2. ✅ Real mutation execution — actually mutates code, runs tests, finds survivors
3. ✅ Test syntax validation — compiles/parses generated tests before returning
4. ✅ Better iteration — up to 5 rounds, adaptive quality threshold
5. ✅ Few-shot examples in prompts for higher quality
6. ✅ LLM provider: exponential backoff, streaming, token tracking
7. ✅ Docker deployment — Dockerfile + docker-compose.yml
8. ✅ Test suite — pytest tests for the generator itself
9. ✅ API fixes — background tasks, proper request models
10. ✅ Frontend — React Router, error boundaries, loading skeletons