I learn every single day, and I use AI to augment my intelligence.
What I'm working on:
- AI agents that collaborate through structured specs — not free-form prompts
- Spec-driven development — where a single contract drives validation, code generation, and traceability end-to-end
- Retrieval systems that understand meaning, not just match keywords
- Code generation from natural language through intermediate specifications
- Distributed data processing with Spark, EMR, and Databricks
- Machine learning — understanding the math behind the models I use



