SUMMARY AI summary by gpt-5-mini
Pipeline is a full‑stack, evidence‑grounded first‑pass drafter for messy legal‑style documents. It ingests scans/PDFs, extracts text, retrieves source evidence (hybrid BM25 + dense), and generates verbatim‑cited draft outputs that a human reviewer edits in a React operator console. Intended users: legal‑ops reviewers, paralegals, case analysts, and attorneys. Key features: Python FastAPI backend using PyMuPDF and OpenAI Responses; in‑process vectors or persistent Qdrant storage; optional Cohere reranker; configurable embedding and drafting models; typed‑intent edit learning that guides future drafts while preserving grounding; deterministic evaluation suite, sample inputs/outputs, and smoke PDFs; single‑binary deploy that serves the built React UI, plus CLI and Docker workflows.
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AI Engineer
Dates
| Created on GitHub | 2026-05-15 |
| Last push | 2026-05-16 |
| First seen here | 2026-05-16 |
| Last fetched | 2026-05-16 18:20 |
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