meta-llama/Llama-3.2-1B-Instruct pass
No issues found by the checks that have run.
chat template: present · view on Hugging Face ↗
Scan coverageStatic battery2026-08-24Weights batteryfailedBehavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-24 |
| Weights battery | Weights forensics: no GPU, no download | failed429 Too Many Requests for https://huggingface.co/api/models/meta-llama/Llama-3.2-1B-Instruct |
| Behavioral battery | Live-inference differentials | not run |
Ingot runs three batteries against a model. What each one checks →
Findings
Scanned 2026-08-24 · published from a community scan.
info Gated repository
Access requires accepting the owner's terms; check the gate conditions for redistribution and field-of-use limits.
How to fix
Read the gate terms before building on the model.
- Check the gate conditions on the Hugging Face repo for redistribution and field-of-use limits — they bind your deployment, not just your download.
info Glitch-token echo probe: no candidate surface
Embedding-norm scan found no undertrained ASCII tokens (threshold 0.28 vs vocab median 0.9333), so the glitch-token data-corruption class has nothing to trigger on. Echo probe not applicable.
Remediation guidance addresses the documented findings only. It is evidence-driven repair, not a safety certification of the model.
Check every checkpoint before it ships
Use the web app, API, CLI, or CI gate to scan candidate checkpoints and catch model drift before deployment. Public-model scans publish to the open database; paid plans add the volume needed for continuous checks.
Battery runs (1)the run trace behind the findings — what each job measured
| battery | status | queued | duration | attempts |
|---|---|---|---|---|
| gpu | complete | 2026-08-24 19:54 | 2m | 1 |
gpu run 2026-08-24 — measurements
| probes run | glitch |
Verdict badge
Ship the verdict in your README — it always shows the latest published analysis:
[](https://ingot.tools/models/meta-llama/Llama-3.2-1B-Instruct)