---

Fit Scaling Laws Without Breaking the Bank — A Smarter Experiment Budget

---

Instead of running all your expensive pilot experiments blindly, this is like a detective who asks the most revealing questions first, then narrows the search based on what they learn.

This means training mega-models no longer requires wasteful pilot runs — smart sequential selection of experiments cuts fitting costs dramatically while keeping accuracy high.

---