AI agents

AI agency isn't about smarter models—it's about the dynamism of the context engineering. From static prompts to RAG to agentic orchestration, each rung on the ladder is an analogue to a human cognitive process. And plan.md might be where the climb stalls.

Specs tell AI agents what to build. But without product context—the why, the who, the validated assumptions—your perfectly executed spec might be perfectly wrong.

AI coding agents can build anything you describe. But without product context—the why, the who, the constraints—they'll build the wrong thing perfectly. Here's the missing layer.