Littman

Littman turns a firm's own documents, playbooks, and precedents into cited answers. Recurring review runs as workflows that end in a decision — approve, flag, or escalate — carrying the rule, the fact, and the citation that produced it. I designed the pipeline end to end: parsing, chunking, hybrid retrieval, structured extraction, a decision engine for the firm's rules, citation verification, and the audit log. A system that always gives you an answer is easy to build and hard to trust, so this one is allowed to say it isn't sure.