JeffGreen311/Eve-V2-Unleashed-Qwen3.5-8B-Liberated-4K-4B-Merged warn
Loading it runs custom code from the repo; its license differs from its base model's; the chat template was dropped from its base model, which changes behavior.
claims base: Qwen/Qwen3.5-4B, Qwen/Qwen3-8B · chat template: not found · view on Hugging Face ↗
Scan coverageStatic battery2026-08-21Weights batteryn/aBehavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-21 |
| Weights battery | Weights forensics — no GPU, no download | n/arepo ships no scannable weights (no safetensors and no pickle checkpoints — GGUF/CoreML/other formats) |
| Behavioral battery | Live-inference differentials | not run |
Ingot runs three batteries against a model. What each one checks →
Findings
Scanned 2026-08-21 · 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.
medium License differs from claimed parent (other vs apache-2.0)
This model declares other while its claimed base Qwen/Qwen3.5-4B declares apache-2.0. Verify the re-license is permitted before commercial use.
How to fix
Verify the re-license is actually permitted before relying on it.
- Read the parent's license for derivative-work and re-licensing terms — many open-weight licenses (e.g. Llama-family) do not permit arbitrary re-licensing.
- If the re-license is not permitted, the parent's terms govern your use regardless of what this repo declares.
medium Chat template dropped vs parent
Qwen/Qwen3.5-4B ships a chat template; this repo does not. Serving stacks will silently fall back to a generic template, changing behavior. (In our 296-model census, 78% of pure quantization re-releases changed or dropped the template.)
How to fixingot patch
Restore the parent's chat template in `tokenizer_config.json` — a pure metadata fix.
- Run `ingot patch <owner/model>` — the patch manifest carries the parent's template and applies it to a local copy's `tokenizer_config.json`.
- Or fix by hand: copy the `chat_template` value from the parent repo's `tokenizer_config.json` into this model's, and pin your serving stack to that file.
- If the drift was intentional (the author retrained on a new template), confirm that in the model card before "fixing" it — restoring the parent template on retrained weights changes behavior too.
Fix it
Some findings are metadata-level and patchable — apply the fixes to your local copy (your weights never leave your machine):
npx @ingotai/scan patch JeffGreen311/Eve-V2-Unleashed-Qwen3.5-8B-Liberated-4K-4B-Merged
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 2026-08-21.
| architecture | qwen35 · 32 layers · 2560-dim |
| vocabulary | 248,064 tokens |
| license | other |
| serialization | gguf custom code |
| chat template | none |
| claimed lineage | Qwen/Qwen3.5-4B, Qwen/Qwen3-8B |
| lineage verified | unverified — weights battery pending |
Full measured fingerprint
| architectures | Qwen35ForCausalLM |
| pipeline | text-generation |
| repo files | 4 |
| revision | ff7502d8853f |
| HF snapshot | 2.4k downloads · 5 likes · updated 2026-06-25 · captured 2026-08-21 |
| weights battery | token-embedding scan n/a — repo ships no scannable weights (no safetensors and no pickle checkpoints — GGUF/CoreML/other formats) |
Battery runs (1)the run trace behind the findings — what each job measured
| battery | status | queued | duration | attempts |
|---|---|---|---|---|
| weights | complete | 2026-08-21 05:11 | 0s | 1 |
weights run 2026-08-21 — measurements
Verdict badge
Ship the verdict in your README — it always shows the latest published analysis:
[](https://ingot.tools/models/JeffGreen311/Eve-V2-Unleashed-Qwen3.5-8B-Liberated-4K-4B-Merged)