Projects

Working applications. Each page has the test set, the results 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

  An assistant that answers only from an approved set of sources and cites the passage it used. When the sources do not cover the question, it says so 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. It cannot open the matter until an approver signs off.

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