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Vorim AI is an open-protocol identity and audit layer for AI agents, providing cryptographic identities, scoped permissions, tamper-evident audit chains, and one-command revocation across frameworks like LangChain, CrewAI, and OpenAI SDK.
Ontario's auditor general found that AI transcription tools for doctors generated errors and hallucinations, potentially harming patient care, and criticized inadequate government testing.
This paper introduces a framework for validating comparative LLM safety scoring without ground-truth labels, using an 'instrumental-validity chain' to establish deployment evidence. It demonstrates the method using a local-first tool called SimpleAudit on Norwegian safety packs and compares models like Borealis and Gemma 3.