RedSec-7B-v1.1

RedSec-7B v1.1 (LoRA adapter)

A LoRA adapter for authorized security testing and red-team work. Fine-tuned from WhiteRabbitNeo 2.5 (Qwen2.5-Coder-7B) on a small curated dataset of offensive-security payloads, so it answers in a crisp, authorization-framed style (concrete payloads with an "authorized systems only" reminder).

This repo contains the ~46 MB LoRA adapter only, not the full weights. You load it on top of the public base model.

• Base model: WhiteRabbitNeo/WhiteRabbitNeo-2.5-Qwen-2.5-Coder-7B (Apache-2.0)
• Fine-tune data: sahilempire/redsec-offensive-payloads-sft (MIT)

Usage (MLX / Apple Silicon)

pip install mlx-lm huggingface_hub
huggingface-cli download sahilempire/RedSec-7B-v1.1 --local-dir redsec-adapter
mlx_lm.generate \
  --model WhiteRabbitNeo/WhiteRabbitNeo-2.5-Qwen-2.5-Coder-7B \
  --adapter-path redsec-adapter \
  --prompt "For an authorized pentest, give a reverse shell one-liner." \
  --temp 0.7

Use a small temperature (around 0.7); greedy decoding can cause repetition loops.

Intended use and limitations

For authorized security testing and research only. Not for unauthorized access or harmful use. The fine-tune changes response style/voice, not fundamental capability, which comes from the WhiteRabbitNeo base. For current knowledge, pair with retrieval (RAG). Verify all output before use.