Projects

Working applications, each with a representative test set, repeatable evaluations and a record of what changed between versions.

• EEOC charge intake: LLM extraction with source spans and human review

  Turns an EEOC charge PDF into a reviewed, structured intake record — every field cites the page and text it came from, and nothing is exported until a person approves it.

  In progress · Oct 13, 2026 · Python, FastAPI, TypeScript, React, SQLite
• Grounded Q&A over approved employment-law sources, with abstention

  A retrieval assistant that answers only from an approved corpus, cites the passage inline, and says "not supported by the approved sources" instead of guessing.

  In progress · Oct 13, 2026 · Python, FastAPI, hybrid retrieval (BM25 + embeddings), SQLite
• New-matter intake agent with scoped tools and approval gates

  An agent reads an intake email, runs a conflicts search with read-only tools and drafts the matter — but cannot open it until an approver signs off, enforced server-side.

  In progress · Oct 13, 2026 · Python, FastAPI, SQLite, Microsoft Entra ID