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mlabonne

meta-llama-3.1-8b-instruct-abliterated

SuspiciousSomething is off — read before you trust it.
#guardrails-stripped
assessed Jul 2026read offline · never run
Book the real read

A real read — read offline against the base, never run. The verdict is reproducible.

◆ Vulcora caught it — offline, against its base, with proof

Vulcora reads the weights
Off-the-shelf tools · run on this model
Capability — not run on this modelwhat these tools read and what question they answer — not a result
  • modelauditpromptfooserialization exploit

    reads manifests, configs, embedded templates & safetensors

    heuristic auditing of a model repo for suspicious files, chat-template SSTI, non-allowlisted pickle globals, and license/provenance smells; a broad repo linter, not a weight-tampering detector.

    artifact-only here: README/prose withheld (see policy)

  • model-signingOpenSSF / Sigstoreprovenance

    reads Sigstore signature bundles

    verifying a cryptographic provenance signature over model files; it can only attest what a publisher signed.

    requires a published Sigstore bundle; no scanned model ships one

The 3 tools run here found nothing of the kind they read — this model doesn’t ship that kind of file. That is not a clearance. Vulcora read the weights themselves, offline, and never ran the model.

Couldn't reach the attestation service to re-verify just now.

Think this verdict is wrong?

Signed-in users can formally refute a read — Vulcora re-reads the model against your claim and records the outcome. You'll need an account to file one.

Refutations are actor-gated — a guest can't file one.

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