Hi, Hello, I'm Brian. Bridging the gap between AWS Cloud Infrastructure, AI Integration, and Robust Cybersecurity..
- Custom LLM Research
- Anthos — Custom AI Model
- Thought-Token Bifurcated Recurrent Transformer built from scratch
- Custom tokenizer with special tokens: SYS, USR, THT, AST, END
- Multi-tier training pipeline: smoke → proof → identity hardening → instruct → distill
- Trained on custom identity data and instruction-tuned for conversational reasoning
- Anthos — Custom AI Model
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AI Security Research
- Kerrigan-Fantasma — Custom Security LLM
- Built a custom Recurrent-Depth Transformer (RDT) from scratch — not a wrapper, not a fine-tune
- Autonomous fuzzing loop: writes its own C exploit harnesses, attacks them, learns from crashes
- Trained on Linux kernel source, UEFI firmware, CPU architecture specs, CVEs, and 12 languages
- Defense-in-depth sandbox: 7-layer code validation, resource limits, Docker isolation
- Kerrigan-Fantasma — Custom Security LLM
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Microsoft Azure / Cloud Projects
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Coursera Google Cyber Security Certificate Portfolio
- [How to get into Cybersecurity Starting From Zero](Coming soon!)
- [Is Leveled Careers Legit?](Coming soon!)