Post
AI evals can be reproducible, signed, and still overclaim what the evidence actually establishes.
A tool-call denial proves a denial. It does not prove that a safeguard prevented an incident.
For AI evaluation, agent evaluation, and AI safety assurance, provenance alone is not enough. We also need to preserve the scope, context, and limits of the claim.
That is the case for a claim-preserving evidence contract.
📄 Access Is Not Yet Verifiability
https://huggingface.co/blog/phionyx/access-is-not-yet-verifiability
A tool-call denial proves a denial. It does not prove that a safeguard prevented an incident.
For AI evaluation, agent evaluation, and AI safety assurance, provenance alone is not enough. We also need to preserve the scope, context, and limits of the claim.
That is the case for a claim-preserving evidence contract.
📄 Access Is Not Yet Verifiability
https://huggingface.co/blog/phionyx/access-is-not-yet-verifiability