Projects

Selected development work.

Public project summaries distinguish research, prototype, beta, and production status.

Member-authorized professional profile optimization with explicit review and evidence-supported recommendations.

Research into provenance-aware legal research, source monitoring, verification, and durable information workflows.

Structured evaluation of reasoning, instruction adherence, uncertainty, and operational reliability.