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🔐 Hello, World!

class DrDiffie:
    """Like Diffie-Hellman, but for knowledge exchange"""
    
    background = ["Pharmacy", "Biochemistry"] 
    passion = ["Low-level ML Optimization", "Computer Vision", "Cybersecurity"]
    current = "Automated Trading Systems & Neural Network Surgery"

---

🧬 The Unconventional Path

📚 Academic Foundation Pharmacy + Biochemistry Understanding molecules at their core

💻 Technical Evolution Coding since childhood Now optimizing models at the bit level

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🎯 What I'm Building

🚀 Active Projects	🔬 Deep Dives
Automated Trading Systems ML-driven market analysis without traditional indicators	llama.cpp Internals Low-level weight optimization & quantization
Computer Vision Pipeline Medical imaging & molecular structure recognition	Cybersecurity Research CVE hunting & bug bounty programs
Biomedical NLP Extracting insights from pharmaceutical literature	From-Scratch Implementations Building to understand, not just to use

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🏆 Hall of Fame

+ Recreated Monte Carlo Counterfactual Regret Minimization from first principles
+ No libraries, no shortcuts - pure algorithmic implementation
+ Because understanding > importing

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🛠️ Tech Arsenal

Core Languages

ML/AI Framework Stack

Web & Infrastructure

Security & Self-Hosting

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🔬 Research Interests

Domain	Focus Area	Status
🤖 Computer Vision	Medical Imaging, Molecular Structure Recognition	Active
🧠 LLMs	Biomedical NLP, Weight Optimization	Deep Diving
📈 Algorithmic Trading	ML-Driven Strategies	Building
🎮 Game Theory	MCCFR, Nash Equilibrium	Implemented
⚙️ Low-Level Optimization	Model Quantization, llama.cpp	Learning
🔒 Cybersecurity	CVE Research, Bug Bounties, Exploit Development	Hunting

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🧪 Beyond The Terminal

     ⚗️ Chemistry Experiments
    /   \
   /     \
  📚      👨‍🍳
Books   Cooking
  &       |
Learning  Creating

When not optimizing neural networks, you'll find me experimenting in the kitchen, diving into books, or conducting chemistry experiments (safely, of course!).

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💭 Philosophy

"Like the Diffie-Hellman key exchange, the best solutions come from combining seemingly unrelated domains into something cryptographically beautiful."

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🌐 Let's Connect

Open to collaborate on:

• 🧬 Medical AI & Biomedical Applications
• 🔐 Security Research & Vulnerability Discovery
• ⚡ Low-level ML Optimization
• 🎯 Algorithmic Trading Systems

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_{Built with 💚 and a healthy dose of biochemistry}