LLM training data mixture optimization breaks when training pools shift — every prior proxy experiment becomes stale.

Cloudflare AI bot controls now divide crawlers into Search, Agent, and Training categories, letting publishers independently ...

Next revolution will come from smaller models, specialised models, reasoning systems, neurosymbolic AI, edge AI, agentic ...