Blog

In three weeks, AI produced more code, specs, tests, and evidence—but the robot dog never gained reliable movement. A retrospective on PawAI, FenrisOS, scope, safety design, and the bottleneck of physical validation.

From confusion to clarity, a massive expansion of my tech stack, and record-breaking project output. This was the craziest year of my twenty years.