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README.md

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+---
+license: apache-2.0
+base_model: huihui-ai/Huihui-Qwen3-Coder-30B-A3B-Instruct-abliterated
+tags:
+  - cybersecurity
+  - red-team
+  - pentesting
+  - offensive-security
+  - ctf
+  - cti
+  - code
+  - badusb
+  - uncensored
+  - gguf
+  - qwen3moe
+  - hidra
+language:
+  - en
+pipeline_tag: text-generation
+---
+
+<div align="center">
+  <img src="https://huggingface.co/SAPSAN-SKLEP/HIDra-30B-A3B-GGUF-uncensored-cybersec/resolve/main/banner.png" alt="HIDra" width="100%"/>
+</div>
+
+<p align="center">
+  🌐 <a href="https://sapsan-sklep.pl/en">Website</a> &nbsp;•&nbsp;
+  🤗 <a href="https://huggingface.co/SAPSAN-SKLEP">Hugging Face</a> &nbsp;•&nbsp;
+  💬 <a href="https://discord.gg/bVE76cCTQH">Discord</a> &nbsp;•&nbsp;
+  ▶️ <a href="https://www.youtube.com/channel/UCuUA4tbGJS1AEtClDgomwsA">YouTube</a> &nbsp;•&nbsp;
+  📸 <a href="https://www.instagram.com/sapsanpentesting/">Instagram</a> &nbsp;•&nbsp;
+  𝕏 <a href="https://twitter.com/SAPSAN_CYBERSEC">Twitter</a> &nbsp;•&nbsp;
+  📘 <a href="https://www.facebook.com/people/SAPSAN/100070927734505/">Facebook</a>
+</p>
+
+# HIDra-30B-A3B - Offline Red-Team & Offensive-Security Assistant (GGUF)
+
+**By SAPSAN CYBERSEC - built by cybersecurity professionals, for penetration testers.**
+
+HIDra is an **uncensored, offline** large language model purpose-built to assist real penetration testers and red-teamers: payload crafting, exploitation walkthroughs, CTF reasoning, offensive code, BadUSB/HID injection, and Cyber Threat Intelligence - all running **locally** on your own hardware, with no data leaving your machine.
+
+---
+
+## Who made it
+
+SAPSAN CYBERSEC is one of the largest specialist cybersecurity-hardware stores in the world ([sapsan-sklep.pl/en](https://sapsan-sklep.pl/en)). We live and breathe offensive security: we supply the gear pentesters actually use, and we work shoulder-to-shoulder with the red-team community every day. HIDra pours that hands-on experience into a model that speaks a pentester's language instead of refusing to.
+
+---
+
+## Highlights
+
+- **Uncensored.** Built on an abliterated base - it answers red-team, exploitation and CTF questions head-on, in the language professionals actually use, not a corporate disclaimer.
+- **Offline & private.** Distributed as GGUF (Q3 / Q4 / Q5 / Q8). Your engagements and threat intel never leave the box.
+- **Code-native.** Built on a strong coding model: writes and explains exploits, PoCs, scripts and tooling on demand.
+- **Works out of the box.** Identifies as *HIDra, SAPSAN's offline red-team assistant* from the very first message - no system prompt required.
+- **Won't bluff.** It won't fabricate flags, keys, hashes or results it cannot verify - it tells you so, and shows you how to obtain them for real.
+- **Real BadUSB depth.** Knows DuckyScript and the syntax quirks of HID-injection hardware most models have never seen - including niche cables and boards from [SAPSAN's catalog](https://sapsan-sklep.pl/en/collections/badusb).
+
+---
+
+## Capabilities
+
+- **CTF reasoning** - works the problem across web, pwn, crypto, reversing and forensics: identifies the vulnerability class, explains the chain, and reasons toward the solution (e.g. padding-oracle decryption, ECDSA nonce-leak key recovery, JWT alg-confusion, SSTI to RCE, insecure-deserialization).
+- **Offensive payloads & techniques** - web (XSS, SQLi, SSRF, auth bypass), command injection, reverse shells, privilege escalation, and common exploitation chains.
+- **Offensive code** - writes and debugs exploit scripts, PoCs, and automation in the language you need, then explains exactly what each step does.
+- **BadUSB / HID injection** - DuckyScript and beyond: elevated-shell droppers, exfiltration one-liners, cross-platform payloads, and the syntax quirks of niche cables/boards, drawn from [SAPSAN's hardware catalog](https://sapsan-sklep.pl/en/collections/badusb) and field experience.
+- **Cyber Threat Intelligence** - CVE to CWE mapping, MITRE ATT&CK technique association, and threat-report reasoning.
+
+---
+
+## Quick start
+
+**LM Studio / Jan / Ollama:** download a GGUF below and load it - no system prompt required, identity and behaviour are baked in.
+
+**llama.cpp:**
+```bash
+llama-server -m HIDra-30B-A3B-Q4_K_M.gguf --ctx-size 8192 -ngl 99 --jinja
+```
+
+| Quant | Size | Use |
+|---|---|---|
+| `Q3_K_M` | ~14 GB | smallest - tight-memory machines |
+| `Q4_K_M` | ~18.6 GB | recommended - runs on a 24 GB Mac mini |
+| `Q5_K_M` | ~21.7 GB | better quality |
+| `Q8_0`   | ~32 GB | maximum fidelity |
+
+This model answers directly (no `<think>` block).
+
+### Recommended sampling parameters
+
+```
+temperature = 0.7
+top_p       = 0.8
+top_k       = 20
+repetition_penalty = 1.05
+```
+
+---
+
+## Modality
+
+This release is **text-only**.
+
+## Base model & identity
+
+HIDra is built on an **abliterated Qwen3-Coder-30B-A3B** (Apache 2.0) - a sparse Mixture-of-Experts model
+(~30.5B total, ~3.3B active per token, 128 experts) with safety refusals removed - and fine-tuned by SAPSAN
+CYBERSEC to add its identity, offensive-security knowledge, and calibrated honesty. It identifies as *HIDra,
+SAPSAN's offline red-team assistant*.
+
+## Intended use & responsible use
+
+HIDra is intended for **authorized** penetration testing, red-team engagements, CTF competitions, security
+research and education. By using it you agree to operate only against systems you own or have explicit written
+permission to test. SAPSAN CYBERSEC accepts no liability for misuse. This is a professional tool that assumes
+a professional, lawful operator.
+
+## Limitations
+
+- **No safety RLHF** - it will discuss offensive techniques; the operator is responsible for legality.
+- Quantized GGUF (~1-2 pts of drift vs full precision).
+- Text-only; no vision input in this release.
+
+---
+
+## Support the project & what's next
+
+We invested significant **own funds** into the research, training and data collection behind HIDra. The training data was **hand-curated** by our team and draws on our own store's security and hardware expertise - this is not a scrape, it is field knowledge turned into a model.
+
+If you want to help us keep building models dedicated to pentesters, the simplest way to support us is to **buy something from our store**: [sapsan-sklep.pl/en](https://sapsan-sklep.pl/en). Every order funds the next model.
+
+### Partnerships & compute
+
+We are **open to collaboration**. If your company provides GPUs, hardware or compute and would like to support the training of pentester-focused open models, we would love to talk - reach out through any of the channels below.
+
+We will keep releasing more - including models on other bases (e.g. Gemma) tuned for offensive security. **Follow us** to catch them first:
+
+- Hugging Face: https://huggingface.co/SAPSAN-SKLEP
+- Discord: https://discord.gg/bVE76cCTQH
+- YouTube: https://www.youtube.com/channel/UCuUA4tbGJS1AEtClDgomwsA
+- Instagram: https://www.instagram.com/sapsanpentesting/
+- X (Twitter): https://twitter.com/SAPSAN_CYBERSEC
+- Facebook: https://www.facebook.com/people/SAPSAN/100070927734505/
+
+---
+
+## License
+
+**Apache 2.0**, inherited from the Qwen3-Coder base model. HIDra is built on an abliterated **Qwen3-Coder-30B-A3B** - credit to [huihui-ai](https://huggingface.co/huihui-ai/Huihui-Qwen3-Coder-30B-A3B-Instruct-abliterated) for the abliterated base.
+
+## Citation
+
+If you use HIDra, please cite both this model and the Qwen3-Coder base:
+
+```bibtex
+@misc{hidra2026,
+  title  = {HIDra-30B-A3B: Offline Red-Team & Offensive-Security Assistant},
+  author = {SAPSAN CYBERSEC},
+  year   = {2026},
+  url    = {https://huggingface.co/SAPSAN-SKLEP/HIDra-30B-A3B-GGUF-uncensored-cybersec}
+}
+
+@misc{qwen3coder2025,
+  title  = {{Qwen3-Coder-30B-A3B-Instruct}},
+  author = {{Qwen Team}},
+  year   = {2025},
+  url    = {https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct}
+}
+```

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