Autopilot 2.0: From CrewAI to Pydantic v2, Universal Syndication, and the Pulse Bridge
Eight months after the Autopilot 1.0 post-mortem, we rebuilt the engine under Spec-Driven Development: stripping heavy agent runtimes from CI, shifting creative synthesis to Datalaria Scriba at design time, and enforcing deterministic QA across Brevo 2.0, LinkedIn, X, Dev.to, and CoderLegion—setting the stage for Datalaria Pulse.