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"

| 🚀 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 |

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

Core Languages

ML/AI Framework Stack

Web & Infrastructure

Security & Self-Hosting

| 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 |

     ⚗️ 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!).

Open to collaborate on:

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