👾 Hey, my name is Luke

Agentic System Architect | Analysis Framework Modeler | AI Systems Engineer

Designing intelligent systems that bridge AI, automation, code analysis and structured reasoning

AI agents are more than just prompts and responses—they require structured reasoning, modular execution, and real-time adaptability. My focus is on designing scalable, interpretable, and modular AI architectures that can dynamically retrieve, process, and act on information.

🔹 Multi-Agent Architectures – Building intelligent, cooperative agents with dynamic workflows
🔹 Graph-Based AI – Leveraging structured data to improve reasoning and context understanding
🔹 RAG Pipelines & Knowledge Retrieval – Optimizing AI workflows for efficiency and accuracy
🔹 Autonomous Decision Systems – Integrating real-time adaptation and policy-based execution

AI isn't just about language—it's about pattern recognition, probabilistic modeling, and structured intelligence. My work integrates quantitative finance, computational models, and AI-driven decision systems to optimize real-world applications.

📊 Stochastic & Algorithmic Models – Applying ML to financial markets, simulations, and predictive modeling
📈 Time Series Forecasting – Building statistical & deep learning models for market predictions
⚡ Risk & Portfolio Optimization – Designing AI-driven investment strategies
🔢 Probabilistic Graph Models – Structuring uncertainty for AI decision-making

🤖 AI Agents Multi-agent architectures with dynamic workflows and structured reasoning

📊 Quantitative ML-driven financial modeling and algorithmic trading strategies

🔗 Graph AI Knowledge graphs and RAG pipeline optimization

⚡ Autonomous Real-time decision systems with uncertainty modeling

🏆 Profile Stats

⚡ Contribution Graph

🌊 Activity Heatmap

Showcasing innovation across AI agents, knowledge systems, and quantitative modeling

Project	Description	Tech Stack	Status
	Modular AI Agent Framework Scalable intelligence with dynamic workflows and structured reasoning		🟢 Active
	Automated RAG Pipeline Advanced retrieval-augmented generation with knowledge graph construction		🟡 Development
	Quantitative AI Systems Probabilistic forecasting and portfolio optimization for financial markets		🟢 Active

💭 Philosophy

"Tools shape thought. Build tools worth thinking with."