Ingest

Upload a PDF — extracted, chunked (~1 000-char with overlap), embedded with MiniLM-L6-v2, and indexed in FAISS locally.

Requirement

The agent runs HyDE → query selection → FAISS + re-rank → draft → LLM-as-judge, with an automatic retry loop if grounding fails.

Generate writes structured test cases. Analyze reasons over your document to answer the request directly.