Microsoft unveiled AI content verification system to combat deepfakes and fake content, using watermarks and cryptographic signatures to track origins.

Databricks' KARL agent uses reinforcement learning to generalize across six enterprise search behaviors — the problem that breaks most RAG pipelines.