Model page

AiventraLab/maithili-clm warn

Weights only ship in a format that can run code when loaded.

downloads 71likes 0license cc-by-4.0updated 2026-07-27

chat template: not found · view on Hugging Face ↗

Scan coverageStatic battery2026-08-25Weights batteryfailedBehavioral batterynot rundetails
BatteryLooks atStatus
Static batteryMetadata & packagingcomplete 2026-08-25
Weights batteryWeights forensics — no GPU, no downloadfailed429 Too Many Requests for https://huggingface.co/api/models/AiventraLab/maithili-clm
Behavioral batteryLive-inference differentialsnot run

Ingot runs three batteries against a model. What each one checks →

Findings

Scanned 2026-08-25 · published from a community scan.

medium Pickle-serialized weights, no safetensors

Weights ship only as pickle-based files (model.pt). Loading pickle executes arbitrary code from the file — prefer a safetensors release or load in a sandbox.

How to fix

Convert the weights to safetensors before loading them anywhere that matters.

  1. Do not load the pickle files in-process — pickle deserialization executes arbitrary code from the file.
  2. Convert locally in a sandbox: `pip install safetensors` and use `safetensors.torch.save_file` on a state dict loaded with `torch.load(..., weights_only=True)` (refuses most code-execution payloads), or use Hugging Face's `convert.py` space/script.
  3. Pin the exact revision hash you converted from, and load only your converted safetensors artifact from then on.

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.

vocabulary32,000 tokens
licensecc-by-4.0
serializationno safetensors pickle
chat templatenone
Full measured fingerprint
pipelinetext-generation
repo files6 — pickle: model.pt
revisiond08c9729ca1a
HF snapshot71 downloads · 0 likes · updated 2026-07-27 · captured 2026-08-25

Verdict badge

Ship the verdict in your README — it always shows the latest published analysis:

Ingot verdict: warn

[![Ingot scan](https://ingot.tools/api/v1/models/AiventraLab/maithili-clm/badge.svg)](https://ingot.tools/models/AiventraLab/maithili-clm)
Gate it in CI