Three Loops Toward Self-Improvement
TL;DR for operators Model teams encounter three distinct constraints after a base model exists. New proprietary knowledge may remain accessible through retrieval without becoming reliably encoded in the weights. High-quality unique training text eventually becomes scarce even when additional training compute is available. Improvements to the training recipe still depend heavily on humans proposing, implementing, and testing experiments. ...