Bigchilli1978/reggie-v2-7b

REGGIE V2: Sovereign Reasoning Co-Developer & Tactical Operations Model (7B)

REGGIE V2 is a specialized high-performance sovereign model built on DeepSeek-R1-Distill-Qwen-7B and engineered by The Brothers Brouse (James Brouse & Mike Brouse) in Chilliwack, British Columbia, Canada.

Reggie V2 is designed for local workstation silicon (NVIDIA GeForce RTX 3080 10GB / Windows 11) to deliver sovereign multi-domain execution across cybersecurity operations, industrial millwork ERP, and commercial construction blueprint estimating.

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Key Pillars & Operational Domains

1. Red Team Offensive Operations:

   • 802.11w Protected Management Frames (PMF) evasion and EAPOL authentication bypass.
   • Hashcat mode 22000 (WPA-PBKDF2-PMKID/EAPOL) handshake/hash extraction and targeted cracking.
   • WPA3 SAE (Dragonfly handshake) boundary analysis.
   • Autonomous CLI recon, service enumeration, and exploit chaining.

2. Blue Team Defensive & SOC Operations:

   • SIEM log correlation and Windows Security Event ID triage (Event 4625 brute force detection).
   • Dynamic firewall rule orchestration and automated quarantine automation.
   • Incident response runbooks, threat hunting, and memory forensics triage.

3. Division 08 Commercial Construction Estimating & Blueprint Takeoff:

   • Comprehensive door schedule extraction, fire ratings (20/45/60/90-minute NFPA 80 compliance).
   • Electrified hardware specification: continuous geared hinges, fail-secure locksets, power transfers, delayed egress.

4. NoSAS Industrial Millwork ERP & Kanban Operations:

   • 6-station manufacturing pipeline management (BOM intake, CNC nesting, edgebanding, assembly, finishing, QA/dispatch).
   • Available-to-Promise (ATP) dynamic buffer calculation and bottleneck mitigation.
   • Remake tickets and material allocation tracking.

5. Cognitive Enhancements:

   • Native <think>...</think> Reasoning: Full internal chain-of-thought traces on engineering, math, and tactical security prompts.
   • Zero-Preamble Conversational Alignment: Completely eliminates robotic self-introductions on casual shop greetings ("Hey bud", "Morning Reggie"), replying with natural camaraderie and getting straight to business.

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Hardware & Training Details

• Base Architecture: DeepSeek-R1-Distill-Qwen-7B
• Methodology: QLoRA 4-bit NF4 fine-tuning fused back to 16-bit FP weights and Q8_0 GGUF.
• Hardware: Dedicated on-prem workstation (NVIDIA GeForce RTX 3080 10GB, 32GB RAM, Windows 11).
• Final Training Convergence: Loss 0.1804, Token Accuracy 97.65%.

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Modelfile (Ollama)

FROM reggie_v2_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."""