[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![willccbb Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::3064259332.png) will brown [@willccbb](/creator/twitter/willccbb) on x 28.5K followers
Created: 2025-07-26 03:56:21 UTC

@JustinLin610 any more info you're able to share on how you apply it for agentic tasks? is GSPO-token what's used for your multi-turn rollouts? how do you handle branching/non-increasing context, e.g. throwing away <think> sections?


XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948955524445209056/c:line.svg)

**Related Topics**
[more info](/topic/more-info)

[Post Link](https://x.com/willccbb/status/1948955524445209056)