Nathan Lambert @natolambert

Current harnesses have a very rigid setup in how the LLM can manage its own context. We show that you can let LLMs edit the context directly - enabling better long-horizon memory, FLOP efficient adaption, & more. Don't fear compaction anymore! [引用 @RulinShao]: ‼️The Bitter Lesson for context management: Giving LMs unrestricted control over their context beats human-designed SOTA! Introducing 🩵Context Language Models (CLMs)🩵 - Natively manage their own context - Treat context as a file - Learn policies in CLM weights, no harness

• Open-source AI reading list posted on Hacker News2026-09-14