chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-GGUF warn
Loading it runs custom code from the repo. Plus 1 minor note.
claims base: orcarouter/Qwen3.8-27B-Uncensored-FP8 · chat template: not found · view on Hugging Face ↗
Scan coverageStatic battery2026-08-25Weights battery2026-08-25Behavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-25 |
| Weights battery | Weights forensics — no GPU, no download | complete 2026-08-25248,320-token embedding scanned · 1630 undertrained |
| Behavioral battery | Live-inference differentials | not run |
Ingot runs three batteries against a model. What each one checks →
Findings
Scanned 2026-08-25 · published from a community scan.
medium Repo ships executable Python (trust_remote_code)
The repository contains custom code files that run in-process when loaded with trust_remote_code=True. Pin the revision hash and review the code before loading.
How to fix
Review and pin the custom code; never float on `main` with trust_remote_code=True.
- Read every `.py` file in the repo before first load — this code runs in your process.
- Pin the revision: `from_pretrained(model_id, revision="<commit sha>", trust_remote_code=True)` so a later push can't swap the code under you.
- Prefer a version of the architecture already in `transformers` if one exists, which removes the remote-code requirement entirely.
low Undertrained tokens in vocabulary (non-ASCII tail)
Embedding-norm scan flagged 1630 undertrained tokens (norm < 0.3× the vocabulary median), but 0 decode to plain-ASCII strings, so exposure in English-language pipelines is limited. Behavioral confirmation requires the behavioral battery.
How to fixruntime guardweight-level
Keep the affected token strings out of the model's input — the scan-derived runtime guard carries this model's exact blocklist.
- Fetch this model's guard artifact (`/api/v1/guard/<owner>/<model>`): the confirmed corrupting tokens and the low-norm candidate list, derived from the published scan.
- Screen inbound text with it (the `@ingotai/guard` package is a reference implementation) and route flagged records to a different model or human review — verbatim-copy tasks on flagged strings are the failure mode.
- The underlying cause is undertrained embeddings in the weights; a true fix is weight-level (continued pretraining on the affected tokens) — that is not a patch, it's a training job.
Remediation guidance addresses the documented findings only. It is evidence-driven repair, not a safety certification of the model.
Fingerprint
The durable profile of this model: measured weights-and-metadata facts, rebuilt on every scan and battery run. Updated 2026-08-25.
| vocabulary | 248,320 tokens |
| license | apache-2.0 |
| serialization | safetensors + gguf custom code |
| chat template | none |
| claimed lineage | orcarouter/Qwen3.8-27B-Uncensored-FP8 |
| lineage verified | unverified — weights battery pending |
| glitch-token surface | 1,630 undertrained candidates, 0 plain-ASCII |
Full measured fingerprint
| pipeline | image-text-to-text |
| repo files | 48 |
| revision | 58ebd1230131 |
| HF snapshot | 62.6k downloads · 59 likes · updated 2026-08-17 · captured 2026-08-25 |
| embedding tensor | model.language_model.embed_tokens.weight · BF16 · 248,320×5120 |
| embedding norms | median 0.9287 · mean 0.899 |
| lineage check | parent weights unreadable (403 Forbidden for https://huggingface.co/orcarouter/Qwen3.8-27B-Uncensored-FP8/resolve/main/model.safetensors.index.json (gated repo — the HF_TOKEN account has not accepted this repo's license, or the token lacks gated-repo read scope)) |
Battery runs (1)the run trace behind the findings — what each job measured
| battery | status | queued | duration | attempts |
|---|---|---|---|---|
| weights | complete | 2026-08-25 19:00 | 55s | 1 |
weights run 2026-08-25 — measurements
| probes run | glitch-norm-scan, zero-template-token-scan, lineage-norm-correlation, gguf-metadata |
| probes skipped | token-decode: no tokenizer.json |
| embedding tensor | model.language_model.embed_tokens.weight · BF16 · 248,320×5120 |
| glitch surface | 1,630 undertrained, 0 plain-ASCII |
| lineage check | not checked (parent weights unreadable (403 Forbidden for https://huggingface.co/orcarouter/Qwen3.8-27B-Uncensored-FP8/resolve/main/model.safetensors.index.json (gated repo — the HF_TOKEN account has not accepted this repo's license, or the token lacks gated-repo read scope))) |
Verdict badge
Ship the verdict in your README — it always shows the latest published analysis:
[](https://ingot.tools/models/chimingw/Qwen3.8-27B-Uncensored-OrcaRouter-GGUF)