
Building SAR (Settlement Attestation Receipts) — verifiable post-execution truth for agent transactions. Maintainer of Settlement Witness / DefaultVerifier.
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Verify agent outputs before trusting, paying, or acting on them with a universal SAR verification pattern.
A structured system for safe, verifiable self-improvement of AI agents.
Verify structured agent outputs and generate signed receipts with optional reputation updates.
Analyze and classify agent skills for safety with local evaluations and structured risk assessments.
Transform AI-generated text into natural, human-sounding output with measurable evaluation and optional verification.