Bigchilli1978/reggie-chronicles-whitepaper

REGGIE Sovereign Intelligence: Technical White Paper Series

Brouse Group Operations — Chilliwack, British Columbia, Canada
100% On-Premises Execution | Canadian Data Residency | Zero Cloud Dependency
Ecosystem Traction: 8,500+ Global Community Downloads

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📚 White Paper Index

This repository serves as the official research archive for the REGGIE sovereign autonomous intelligence ecosystem engineered by James Brouse (Bigchilli1978).

Document	Title	Focus & Domain
Paper I	The Reggie Chronicles: Evolution of a Sovereign Cybernetic Intelligence (V1 to V6)	Complete architectural genesis from 7B to 32B, continuous nightly RLVR via Micro-GRPO, ephemeral Docker deception honeypots, and speculative decoding acceleration ($2.1\times - 2.4\times$).
Paper II	Autonomous IoT Liberation & Edge Sovereignty: Reclaiming Proprietary Smart Lighting and Commercial IP Video Surveillance	Empirical zero-cloud protocol archaeology, multi-radio airwave bridging (Raspberry Pi Rover), algorithmic PWM diode compensation, and REA AST reverse-engineering of the Telus / Alarm.com ADC-V723X IP surveillance camera under strict WAN quarantine.
Paper III	Autonomous Edge-Native Software Reverse Engineering: Training an On-Premises Language Model for Full-Stack Binary Auditing and Commercial Wireless Firmware Defense	Complete 6-pillar SRE toolchain integration (Ghidra, Radare2, Frida, Angr/Z3, Unblob, Capa), the Red-to-Blue wireless firmware hardening crucible, Step-Level Dense PRM RLVR training, Lagrangian Adaptive Compute Routing, and ThinKV CoT cache compaction.
Paper IV	Autonomous Neuro-Physical Sentinels: Generative Process Supervision, Dynamic MTP Lookahead, and Sovereign Sub-GHz RF Deconstruction at the Tactical Edge	Generative Process Supervision (GenPRM) & <verify> pre-execution constraint validation, dynamic in-memory prefix trie MTP speculative lookahead ($2.33\times$ speedup, $36.5\text{ tok/s}$), reference-free continuous reinforcement learning (SimPO / Dr. GRPO in $<4.2\text{ GB}$ VRAM), and physical Sub-GHz (CC1101) Pi 3B+ tactical sentinel with custom 3D enclosure.

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🌟 Ecosystem Overview

• Author: James Brouse (Bigchilli1978)
• Community Downloads: 8,521+ Total Downloads on Hugging Face (including 7,400+ downloads across mradermacher GGUF quantizations).
• Flagship Model: Bigchilli1978/reggie-v3.6-rlvr-production-GGUF
• Flagship 32B Base: Bigchilli1978/reggie-v6-32b-GGUF

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Direct Document Links

1. 📄 Read Paper I: The Reggie Chronicles (V1 - V6)
2. 📄 Read Paper II: Autonomous IoT Liberation & Edge Sovereignty
3. 📄 Read Paper III: Autonomous Edge-Native SRE & Wireless Defense
4. 📄 Read Paper IV: Autonomous Neuro-Physical Sentinels (GenPRM & Tactical Sub-GHz)

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Citation

@article{brouse2026reggie_chronicles_vol4,
  author = {Brouse, James},
  title = {The Reggie Chronicles — Volume IV: Autonomous Neuro-Physical Sentinels: Generative Process Supervision, Dynamic MTP Lookahead, and Sovereign Sub-GHz RF Deconstruction at the Tactical Edge},
  year = {2026},
  publisher = {Hugging Face},
  journal = {Brouse Group Operations Technical Reports},
  volume = {4},
  howpublished = {\url{https://huggingface.co/Bigchilli1978/reggie-chronicles-whitepaper}}
}

@article{brouse2026reggie_chronicles_vol3,
  author = {Brouse, James},
  title = {The Reggie Chronicles: Evolution of Sovereign Cybernetic Intelligence, Autonomous IoT Liberation, and Edge-Native Software Reverse Engineering},
  year = {2026},
  publisher = {Hugging Face},
  journal = {Brouse Group Operations Technical Reports},
  howpublished = {\url{https://huggingface.co/Bigchilli1978/reggie-chronicles-whitepaper}}
}

Licensed under Apache 2.0.