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One post tagged with "Receipts"

Retrieval receipts and audit trails

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GrayMatter Is More Than RAG

· 3 min read
John McMahon
CEO, Valkyr Labs Inc

RAG was the first useful answer to a real agent problem: the model does not know your business.

But the next problem is bigger.

The agent does not just need text. It needs memory, permissions, object relationships, retrieval policy, evidence receipts, workflow ownership, and a way to know when it should not answer confidently.

That is why GrayMatter is more than RAG.