If you've been following the MemSpren series, you know the core thesis: AI agents don't execute reliably because we ask them to do too much at once. For months, I've argued that the solution to non-determinism is moving orchestration out of the LLM's "vibes" and into a structured code pipeline.

This is the story of what happened when I actually...