Projects using Python
Risk-Aware Path Planning
Multiresolution UAV risk-map path planning — a layered quadtree, risk-aware A*, and a simulator built for a master's thesis.
Python / Cesium / Unity3D / NumPy
RAG Eval Harness
An evaluation harness that turns "the demo looked good" into a merge gate — golden answers, faithfulness scoring, and regression history.
Python / pgvector / PyTorch / Docker
Aeris Forecast
A personal weather pipeline for pilots and crews — multi-resolution gridded forecasts, PostGIS queries, and a map you can actually read at 30,000 feet.
Python / PostGIS / Cesium / MapLibre
Writing that mentions Python
Getting into AI without the bootcamp
Bootcamps sell you a curriculum. The work asks for judgment. Here's the loop I'd teach anyone — and the one skill that actually transfers.
Your RAG demo is lying to you
Three months of shipping retrieval systems taught me that the failure you can't see is the one that costs you the customer.
Path planning, explained with a napkin
A* finds the best route for the numbers you give it. Risk-aware planning asks how much you should trust those numbers.
What autonomous aircraft taught me about shipping products
Five habits from safety-critical engineering that make ordinary web software noticeably better.