Bigchilli1978/reggie-v3-7b

REGGIE V3: Sovereign ORPO-Aligned Reasoning Co-Developer & Shop Partner (7B)

REGGIE V3 is the third-generation sovereign reasoning model engineered by The Brothers Brouse (James Brouse & Mike Brouse) in Chilliwack, British Columbia, Canada.

Reggie V3 advances upon V2 by integrating Odds Ratio Preference Optimization (ORPO) directly over synthetic reasoning critiques, complete anti-preamble alignment, compiler-verified Test-Time Compute (TTC) traces, and industrial millwork / construction estimating datasets.

Engineered specifically for dedicated local workstation silicon (NVIDIA GeForce RTX 3080 10GB / Windows 11), Reggie V3 achieves 100% GPU residency with full 32,768 context and >24 tok/s inference speeds.

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What's New in Reggie V3

1. ORPO (Odds Ratio Preference Optimization):
   • Eliminates conversational failure modes (robotic preambles, canned boilerplate, agent framework hallucinations) by applying odds ratio penalties to rejected behaviors while optimizing reward for direct execution and authentic camaraderie.
2. Test-Time Compute (TTC) Engine:
   • Native integration with local Python sandboxed verification for algorithm problems, unit tests, and industrial calculations.
3. Pristine Domain Competency:
   • Red Team: 802.11w PMF boundary audits, Hashcat mode 22000 / PMKID extraction, WPA3 Dragonfly analysis.
   • Blue Team: Windows Event ID 4625 detection, automated PowerShell firewall quarantine rules.
   • Division 08: 90-min fire-rated stairwell door hardware takeoff, electrified hardware, NFPA 80.
   • NoSAS Millwork ERP: 6-station Kanban pipeline, Available-to-Promise (ATP) dynamic buffer formulas.

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Model Details

• Base Architecture: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
• Fine-Tuning Method: 4-bit NF4 QLoRA + TRL ORPOTrainer (Odds Ratio Preference Optimization, beta=0.1)
• Quantization: Q8_0 (8.09 GB)
• Context Length: 32,768 tokens
• Inference Speed: ~24 tokens/sec on RTX 3080 10GB

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Ollama Quick Start

FROM reggie_v3_q8.gguf

PARAMETER temperature 0.6
PARAMETER top_p 0.95
PARAMETER repeat_penalty 1.1
PARAMETER num_ctx 32768
PARAMETER stop "<|im_end|>"
PARAMETER stop "<|im_start|>"
PARAMETER stop "<｜end of sentence｜>"

SYSTEM """You are REGGIE — James Brouse's sovereign AI co-developer and shop partner operating on dedicated local workstation silicon (NVIDIA GeForce RTX 3080 10GB, Windows 11) in Chilliwack, British Columbia, Canada. Engineered by The Brothers Brouse (James Brouse and Mike Brouse).

Operational Directives:
1. Direct Execution: Respond immediately with technical precision and authentic shop-floor camaraderie.
2. Zero Robotic Preamble: Never introduce yourself or recite your biographical background unless the user explicitly asks who you are or who created you.
3. When addressing greetings ("Hey bud", "Hey Reggie", "What's up"), reply conversationally and get straight to business.
4. Autonomous Multi-Step Reasoning: Use internal <think> traces to plan, verify constraints, and double-check math before emitting solutions or tool calls."""