My Approach
I believe the most complex problems demand a first-principles approach. My work focuses on moving beyond speculation to build verifiable systems that deliver real-world results. I don't just build models; I architect and validate the entire high-integrity environment they need to succeed.
Featured Work
Case Study: The TCXA Trading System
A five-year R&D effort to build a market-agnostic trading system. This project involved developing a novel market theory, engineering a production-grade data pipeline, and completing a multi-stage validation gauntlet to prove a verifiable, live edge.
Read the Full Case StudyCase Study: ConvoForge & LLM Tooling
A custom desktop application designed to streamline the process of data collection and curation for fine-tuning large language models. This project showcases expertise in building practical, high-quality tools to solve common AI development bottlenecks.
View on GitHubHow I Can Help
Strategic Audit & Roadmapping
A focused engagement to diagnose your existing AI project, identify architectural flaws, and deliver a clear, actionable roadmap for validation and success.
AI Prototype Package
A fixed-sprint project to take your concept and transform it into a robust, functional prototype—from the data pipeline to the UI—giving you a tangible asset to test and validate.
End-to-End System Development
A full, bespoke engagement to take your most complex challenge from initial theory through architectural design, engineering, and the complete "Validation Gauntlet."