Governance

Accountability for AI-generated code has to be built into the development process, not bolted on after an incident. Three operational shifts, a tooling reality check, and a governance control plane concept.

AI coding tools broke the accountability chain engineering organizations relied on for decades. 42% of commits are now AI-generated, but most organizations haven’t decided who owns the outcome when that code fails in production.

Edge AI is about autonomy and survivability, not just latency. When connectivity drops or round-trip time matters, the edge has to make decisions on its own. That changes how you architect AI systems and who controls them.