I helped build and operate an uncrewed survey vessel, then a regional remote operations service at Fugro. The projects below test how AI tools understand a codebase, remember past work, act within limits and check visual or physical output.
- Cairn keeps the plan for a codebase tied to the code and flags drift. (source)
- MAG gives AI tools one private, local memory. (source)
- OpenSpine limits what an AI agent may access and change. (source)
- Rive CLI inspects, renders and tests Rive files from the command line. (source)
Tools: Design Studio (source) · Growth Arsenal (source) · MeerK40t CLI (source) · Hologlyph (source)



