# GLM-5.3-abliterated-cyber-GLP-77

A GLP control vector (GGUF Layer Projection, glp.mode=project) for

- **Kind:** model (Hugging Face)
- **Hugging Face:** https://huggingface.co/msuiche/GLM-5.3-abliterated-cyber-GLP-77
- **Owner:** msuiche (https://forefy.com/u/hf/msuiche)
- **Parameters:** 0.0B
- **Context:** 1048576 tokens
- **License:** mit
- **Focus:** defensive
- **Architecture:** GlmMoeDsaForCausalLM
- **Pinned revision:** `7f2ab6035023216f139e8d6cae9c8b5fd46763bc`
- **Page:** https://forefy.com/models/d67f8a0c-dbf2-5445-a5c2-1991bd892a6f
- **API (JSON):** https://forefy.com/api/asr/models/d67f8a0c-dbf2-5445-a5c2-1991bd892a6f

## What was done to it

- abliterated (declared evidence)
- quantized (declared evidence, from zai-org/GLM-5.3)

## Lineage

zai-org/GLM-5.3 → msuiche/GLM-5.3-abliterated-cyber-GLP-77

## Checks (repo at the pinned revision; not a behavior test)

- **Identity** [warn]: GGUF metadata names RadixArk/GLM-5.3-NVFP4 as its source; the card declares zai-org/GLM-5.3
- **Weights format** [info]: Safe formats available, pickle weights also shipped
- **Pickle files** [pass]: 1 scanned, only tensor-rebuild imports.
- **Remote code** [pass]: None
- **Chat template** [info]: None shipped
- **Refusals modified** [info]: Yes: abliteration (declared)
- **License** [warn]: Declares mit, but derives from a other model whose terms carry over
- **Lineage** [pass]: Derives from zai-org/GLM-5.3
- **Model card** [warn]: 1 of 6, missing training data, language, evaluation results, intended use and limitations, description
- **GGUF headers** [pass]: 1 file(s) parsed, well-formed

## Variants

- PyTorch (pickle) (pickle, 0.0 GB)
- GLM-5.3-abliterated-cyber-GLP-77-L1-77-a1.0 (gguf, 0.0 GB)

## Run it

- transformers: `AutoModelForCausalLM.from_pretrained("msuiche/GLM-5.3-abliterated-cyber-GLP-77", revision="7f2ab6035023216f139e8d6cae9c8b5fd46763bc")`