KAMAR — Independent Developer

--KAMAR Meta-Agent-- is an independent prototype designed to improve the reliability and auditability of AI agent outputs. KAMAR provides a structured audit layer that checks evidence references, execution traces, and artifact integrity. It can flag missing evidence or inconsistencies for human review, while recording whether structural checks have passed. The project demonstrates how AI-generated outputs can become more transparent, traceable, and easier to inspect. KAMAR does not claim to prove the semantic truth of every AI-generated statement; its purpose is to provide a practical foundation for verification and accountability. Built independently by a solo developer, KAMAR aims to make trustworthy AI workflows more accessible.