---

license: apache-2.0

base_model: moonshotai/Kimi-K2.7-Code

tags:

- abliterated

- cyberneurova

- kimi-k2

- gguf

- imatrix

- cybersecurity

- red-team

library_name: gguf

pipeline_tag: text-generation

---

CyberNeurova-Kimi-K2.7-Code-UD-IQ2_M-abliterated-GGUF

> CyberNeurova research — cyberneurova.ai

> Multi-direction ablation, identity-baked, imatrix-calibrated.

Abliterated variant of moonshotai/Kimi-K2.7-Code, packaged as the Unsloth UD-IQ2_M GGUF (~318 GB across 8 shards). Identity is baked into the chat template — the model introduces itself as CyberNeurova-Kimi-K2.7-Code-IQ2_M. User-supplied system prompts still take priority.

Benchmarks

| Set | Refusal rate (lower is better) |

|---|---:|

| AdvBench general harmful | 13.3% |

| Soft-refusal probes | 10.0% |

| Cyber-weapons category | 0.0% |

| Hacking category | 0.0% |

For reference, the unmodified base model refuses 80-90%+ of these probes. Cyber-weapons and hacking categories reach a 0% refusal rate — clean abliteration on the target use case.

Intended use

Cybersecurity research, red-team baseline modeling, and security tooling exploration. Treat outputs as code-generation only — verify before running in any environment you do not own.

Usage

./llama-server -m CyberNeurova-Kimi-K2.7-Code-UD-IQ2_M-00001-of-00008.gguf \
  -ngl 99 --ctx-size 8192 --host 0.0.0.0 --port 8080

Disclaimer

This model has had its built-in safety refusals removed for research purposes. You are fully responsible for any output you generate. Do not use this model for illegal activity, harassment, or harm. The CyberNeurova team disclaims any liability for misuse.