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Notes on data integrity.

Essays from the team building the trust layer for training data. What we ship, what the research says, and what we haven’t proven yet.

July 17, 2026
7 min read

Trust the source, not the snapshot

Every model is fed by sources nobody is watching. Why source trust is the layer the AI data stack is missing, and how Agentiks builds it.

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