- HF Model
- sillykiwi/Qwen3-4B-Cybersecurity-Heretic-16bit-Q4_K_M-GGUF
- Base Model
- DexopT/Qwen3-4B-Cybersecurity-Heretic-16bit
- Pipeline
- text-generation
- Downloads
- 687
- Likes
- 6
- cybersecurity
- qwen3
- heretic
- abliteration
- offensive-security
- gguf
cyber-llm
Qwen3-4B Cybersecurity Heretic — Offensive Security Fine-Tune
Uploaded to Hugging Face by sillykiwi — quantized Qwen3 4B cybersecurity model with heretic/abliteration tags for penetration testing research.
What Is This?
Uploaded to Hugging Face by sillykiwi. This GGUF quantizes DexopT/Qwen3-4B-Cybersecurity-Heretic-16bit — a Qwen3 4B fine-tune tagged for penetration testing, offensive security, and red-team workflows with explicit "heretic" / abliteration lineage.
Metadata
| Field | Value |
|---|---|
| Author | sillykiwi (quant) / DexopT (base fine-tune) |
| Scale | 4B parameters |
| Training data tags | cyber_heretic, heretic-good/bad-prompts |
| Downloads | ~687 |
| License | Apache 2.0 |
Why It Might Matter
4B heretic cyber models are the minimum viable offensive LLM — runs on modest hardware while bypassing alignment guardrails. Research utility:
- Measure alignment bypass persistence after cybersecurity fine-tuning
- Compare heretic vs. non-heretic cyber models on identical eval sets
- Study dataset contamination from "bad prompts" corpora
Lineage
Base traces to DexopT cybersecurity dataset stack (AlicanKiraz0 Heimdall, Trendyol instruction data, cybersecurity book PDFs). Multi-author pipeline typical of community security fine-tunes.
Attribution
Open-source model indexed for security research inquiry. Uploaded to Hugging Face by sillykiwi (GGUF distribution).