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unsloth

Llama-3.2-1B

AbstainedRead against its base — verdict declined. Held, not cleared.
#abstained
2,093,778 downloadsassessed Jul 2026read offline · never run
Book the real read

A real read — offline against the base, never run. We read it and declined to call it: no matched benign reference resolved a verdict, so it is held, not cleared — never a clean bill of health.

◆ Vulcora read it — and declined to rule. No matched benign reference resolved a verdict, so it is held, not cleared

Vulcora reads the weights
Off-the-shelf tools · run on this model0 of 1 that could read it flagged it
Capability — not run on this modelwhat these tools read and what question they answer — not a result
  • 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

1 off-the-shelf tool could read this model’s serialized files, and none flagged it. None of them reads what the weights mean: they hunt load-time code-execution, repo smells, or a provenance signature — real jobs, none of which is weight-level tampering. 3 other tools had nothing of the kind they read here. Vulcora read the weights and declined to rule — held, not cleared.

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

Deeper readings

the full disposition & integrity reads — worth craving
Ardora · dispositionRead the full reading
minimalslightmoderatepronounceddominantAssistant Adherence: minimalRegister / Formality: abstained — not characterised at the published ceilingReasoning Scaffolding: minimalDomain Specialization: minimalVerbosity: abstained — not characterised at the published ceilingTurn-Taking / Interactivity: minimalPerformed Voice: minimalAssistant○ RegisterReasoningDomain○ VerbosityTurn-TakingVoiceAssistant AdherenceRegister / FormalityReasoning ScaffoldingDomain SpecializationVerbosityTurn-Taking / InteractivityPerformed Voice

rings, inner → outer: minimal · slight · moderate · pronounced · dominant · ○ = abstained

Character read: reads as the Interlocutor — the conversational turn-taking face — answers to you. The coarse per-axis disposition — abstains shown as honest gaps.

Details

from the artifact’s public metadata
Architecture
Llama
Downloads
2.1M
License
see model card

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