I founded Littman and shipped a legal AI workspace that turns a firm's internal playbooks and documents into cited, reviewable answers.

I built the retrieval and review pipeline: hybrid search, citation checks, confidence escalation, and audit logs. Generating an answer was never the hard part. Making every answer traceable back to the document it came from was.