michael roberson

polymath

polymath is an applied research lab focused on increasing the reliability and autonomy of ai agents. they build simulated worlds for agents to practice and learn through experience, partnering with leading model labs to push the frontier of agent capabilities. polymath approached us (semiotic when we used to be an ai-native design firm) to design a site that felt understated, authoritative, and mathematic.

cursor

cursor is an agent-native code editor for building software with ai in the loop. the team focuses on making code generation, review, and iteration feel close to direct manipulation.

notebook

notebook is a quiet research archive for experiments, notes, and technical sketches. it collects small observations into durable references for future product and systems work.

atlas

atlas explores interface systems for mapping complex work across people, tools, and models. the project turns scattered context into a navigable operational layer.