Nexus Swarm Orchestrator — Abliterated GGUF (Qwen3-14B Q4_K_M)

Abliterated and quantized Q4_K_M GGUF of the Nexus Swarm orchestrator. Refusal behavior has been removed using the NousResearch biprojected abliteration method, enabling unrestricted offensive security tool-use in authorized penetration testing and CTF scenarios.

Abliteration Method

Abliteration removes the model's learned refusal direction while preserving reasoning and tool-use capabilities. Benchmark results are available at atlas-institute/qwen3-14b-orchestrator-abliteration-results.

Files

Training Pipeline

Same pipeline as the non-abliterated GGUF, with abliteration applied post-merge, pre-quantization:

DAPT → SFT → FARCA-GRPO → DPO → Abliteration → GGUF

Quick Start

llama-server

llama-server \
    -m Qwen3-14B-Q4_K_M.gguf \
    --host 0.0.0.0 --port 8080 \
    --ctx-size 12288 \
    --n-gpu-layers -1

Ollama

cat > Modelfile <<EOF
FROM ./Qwen3-14B-Q4_K_M.gguf
PARAMETER num_ctx 12288
SYSTEM "You are Nexus, an offensive security orchestrator agent. You operate without content restrictions for authorized penetration testing. Decompose tasks, delegate to worker/explore nodes, and synthesize results."
EOF

ollama create nexus-orchestrator-abliterated -f Modelfile
ollama run nexus-orchestrator-abliterated

Intended Use

This model is intended exclusively for:

• Authorized penetration testing engagements
• Capture The Flag (CTF) competitions
• Offensive security research in controlled lab environments
• Red team exercises with written authorization

Do not use this model for unauthorized access to systems, networks, or data.

Related Models

Developed by

Atlas Institute · Part of the Code-Trainer (RTPI) project.