A long, honest retrospective on turning a WeAct STM32H750 board, a cheap OV7725 IR camera, and an Xbox controller into a live template-matching tracker. Every dead end, every wrong assumption, every fix — and what I’d do differently next time.
Five pathfinders implemented in C++23, each in a single Godbolt-ready file, benchmarked on the same grids. A* is the baseline. JPS expands 22x fewer nodes on open maps yet runs slower than A* in naive form. Theta* produces shorter any-angle paths at 2-8x the cost. Flow fields dominate when many agents share a goal. Visibility graphs — AoE II DE’s approach — need 5 waypoints where A* needs 600. Plus the StarCraft ‘harvesters ignore collisions’ hack and why SC2 switched to navmeshes.
We spent a full session systematically profiling O3DE’s multi-camera streaming pipeline, testing eight different optimization approaches, and pinpointed the exact bottleneck: 18 ms of fixed overhead in the AttachmentReadback scope system. Here’s what we tried, what we measured, and what it means for the engine.
After O3DE’s 18 ms frame-graph readback made 30 FPS streaming impossible, we tried Godot. It got us there — eventually. This is the full path from 105 FPS on nothing to 50 FPS per camera with three live RTP streams, including every wrong turn and every underdocumented Godot behavior we hit on the way.
Exploring whether O3DE can replace Unity as the render engine for a drone simulation that streams multiple 1080p camera feeds via GStreamer. From first scaffold to three live RenderToTexture pipelines in a single session.
Getting PX4’s Simulation-In-Hardware (SIH) module running on a production flight controller — discovering the firmware doesn’t include SIH, building a custom PX4 with flash-trimming, fan-out routing serial MAVLink to both the simulator and ground station, and connecting it all to the Unity visualization pipeline.
How I replaced a proprietary terrain bundle with a fully procedural environment generated from open-source data — hundreds of buildings with window textures from OpenStreetMap, terrain-hugging roads, satellite-driven vegetation, and multiple ground and air entities — all built at runtime in a headless Unity Docker simulation.
Working through six C++ problems modeled on Optiver’s Senior SWE assessment: supermarket checkout simulation, order book matching, dividend pricing, lattice path DP, Dijkstra with K free edges, and a price-alert router built twice — AoS first, then SoA. Every bug, wrong turn, and data structure tradeoff included.
How to script PX4 hardware verification using pymavlink’s SERIAL_CONTROL protocol over a USB connection — download CI firmware, flash from the command line, and run NSH commands programmatically. No QGroundControl required.
A practical guide to finding, downloading, and fusing satellite imagery and elevation data for an air-gapped Unity simulation. Covers every free tile provider (ESRI, Bing, Google), every free DTM source (SRTM, Copernicus, Mapzen), how to stitch thousands of tiles into Unity-ready textures, and the dead ends along the way.