When the speed of research is left far behind by technological iterations (alchemy), what academia is actually doing is 'archaeology.' Because people haven’t even fully studied Opus 4 or GPT-5 yet, and papers are still being published, but the latest models (Opus 4.5, GPT-5.2) are already out. Here’s what Anthropic wrote in their December publication