Writing / Ideas in progress
Notes from the work.
Short essays on what I’m learning while building applied AI projects and developing a long-range railway network concept.
What I learned from evaluating multi-agent LLM systemsI compared four LLM architectures on 1,147 financial reasoning questions. Here’s what the work taught me about evaluating them.
From a model to a usable prediction APII took my Insurance Charges Predictor out of a notebook and built a small FastAPI application around it.
Thinking about rail as a service systemI’m exploring how passenger and freight services could fit together, and what a realistic first phase would need.
✳ These are personal working notes. Project proposals are identified as concepts; they are not claims of operational delivery.