Signals

The harder work is building the mechanisms that make that responsibility real, where accountability and duty travel with the task instead of getting assigned after the fact.

Now what...

A new MIT/Microsoft/Yale paper finds AI's value doesn't show up at the task. It shows up at the chain

Where does organizational intent end and the model's judgment begin?

Three-agent harnesses: Anthropic’s blueprint for long‑running full‑stack AI development

The wiki-as-memory pattern is one answer. Not the only one, but a structurally honest one.

This is what governance as infrastructure looks like in practice.

A control plane is active — it governs what can be used, by whom, under what conditions, and with what audit trail.