AI agents
Context Language Models: 11% Better Answers on 21% Less Compute
A UW and Meta paper turns agent context into a file the model edits itself, beating summarization baselines with fewer FLOPs. Here is what that means next to compaction, why prefix caching is the real blocker, and the self-injection hole the authors flagged without fixing.