Meta Models predict LLM training loss curves before runs finish

ZimingLiu11 · x · 2026-10-28

Ziming Liu argues today's RSI is 'monkeys typing randomly' — LLMs have hands (implementation) but no brains (research intuition and taste). His team proposes Meta Models: models that understand training itself, ranking configurations and predicting loss curves from past runs without backbone fine-tuning. Across 7 Delphi runs, early observations cut remaining-curve forecast error by 56%.

Original post →

More from Research

Research channel →