Bigchilli1978/reggie-v1-7b

Reggie V1 7B — Autonomous Industrial ERP & Cybersecurity Architect

Reggie V1 is a specialized 7B-parameter sovereign AI model engineered by James Brouse (Chilliwack, British Columbia, Canada) on dedicated on-premises silicon (NVIDIA GeForce RTX 3080 10GB).

The model is built on top of Qwen2.5-Coder-7B-Instruct and fine-tuned via 4-bit QLoRA with merged FP16 weights and high-density Q8_0 GGUF quantization. It is specifically optimized for autonomous multi-step reasoning, real-time command execution, commercial blueprint takeoff estimation, and cybersecurity penetration auditing without generic conversational preamble.

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Model Details

• Developed by: James Brouse (Brouse Group)
• Base Architecture: Qwen 2.5 Coder 7B Instruct
• Parameters: 7.61 Billion
• Context Length: 8,192 tokens
• Training Method: 4-Bit QLoRA SFT (r=16, lora_alpha=32), Merged into FP16, Quantized to Q8_0 GGUF
• Target Hardware: Consumer GPU Inference (RTX 3080 10GB VRAM)
• Primary Domain:
  • Industrial NoSAS ERP & Millwork Kanban (6-Station Prep/Glaze/QC)
  • Commercial Blueprint Vision & Submittal Takeoffs (Division 08 Doors & Hardware)
  • Autonomous ReAct Agent CLI & Self-Healing Terminal Execution
  • Cybersecurity Wireless & Network Audit (802.11w PMF, Hashcat 22000, Nmap Recon)

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Benchmark Standing & Target Evaluations

LiveBench.ai (Official Test Harness, Release 2024-11-25)

Evaluated directly on local silicon (RTX 3080 10GB) using the official LiveBench evaluation suite:

Category	Task	Reggie V1 Score
Reasoning	Spatial Orientation (spatial)	100.0%
Reasoning	Zebra Logic Puzzle (zebra_puzzle)	31.3%
Reasoning	Category Aggregate	43.8%
Coding	LiveCodeBench Generation (LCB_generation)	50.0%
Coding	Category Aggregate	25.0%
Composite	Reasoning + Coding Aggregate	34.4%

• Hugging Face Open LLM Leaderboard v2: Formally queued under Bigchilli1978/reggie-v1-7b (evaluating MMLU-Pro, IFEval, MuSR, GPQA, Math, BBH).
• TerminalBench / SWE-Bench: Autonomous CLI self-healing using ReAct tool-calling harnesses.

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Prompt Template (ChatML)

<|im_start|>system
You are Reggie — James Brouse's authentic AI co-developer and shop partner.
<|im_end|>
<|im_start|>user
Hey bud, can you check the door schedule for Job #402?
<|im_end|>
<|im_start|>assistant
<think>
Evaluating door schedule database for job 402...
</think>
Opening schedule for Job #402 pulled: 14 Hollow Metal frames and 22 solid-core wood doors verified.
<|im_end|>

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Citation & Authorship

@misc{reggie_v1_2026,
  author = {Brouse, James},
  title = {Reggie V1: Sovereign Autonomous Industrial & Cybersecurity 7B Model},
  year = {2026},
  publisher = {Hugging Face},
  howpublished = {\url{https://huggingface.co/brousegroup/reggie-v1-7b}}
}