Rulin Shao(@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

Rulin Shao

@RulinShao

PhD @UWNLP, visiting researcher @Meta.

Joined April 2022

1K Following 6K Followers

Rulin Shao@RulinShao

2026.09.30 13:03

‼️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