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Has anyone done it?

Yes, very directly — just not mainly framed as “math TTC,” more as agent long-horizon.

ReSum (2025) is essentially exactly “periodic context summarization → discard history → continue,” explicitly motivated by context limits, and they also propose an RL method (ReSum‑GRPO) to train agents to reason from summaries (they segment trajectories at summarize points and “broadcast” the trajectory advantage to segments). ar5iv

Has anyone done it? Yes, very directly — just not mainly framed as “math TTC,” more as agent long-horizon. ReSum (2025) is essentially exactly “periodic context summarization → discard history → continue,” explicitly motivated by context limits, and they also propose an RL method (ReSum‑GRPO) to train agents to reason from summaries (they segment trajectories at summarize points and “broadcast” the trajectory advantage to segments). ar5iv

Kind / Bend / HVM / INets / λCalculus

avatar for Taelin
Taelin
Fri Dec 19 17:22:46
RT @Alibaba_Qwen: 🎨 Qwen-Image-Layered is LIVE — native image decomposition, fully open-sourced!

✨ Why it stands out
✅ Photoshop-grade lay…

RT @Alibaba_Qwen: 🎨 Qwen-Image-Layered is LIVE — native image decomposition, fully open-sourced! ✨ Why it stands out ✅ Photoshop-grade lay…

Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders

avatar for clem 🤗
clem 🤗
Fri Dec 19 17:22:45
RT @gensynai: Buy shares of the model you believe will dominate general reasoning as the market reveals each model's true strength.   

htt…

RT @gensynai: Buy shares of the model you believe will dominate general reasoning as the market reveals each model's true strength. htt…

COO @GensynAI / ex @a16z @Cravath

avatar for Jeff Amico
Jeff Amico
Fri Dec 19 17:22:27
Probably better for everyone's safety and security if we prevent the development of great AI technologies like @Flock_Safety :)

Probably better for everyone's safety and security if we prevent the development of great AI technologies like @Flock_Safety :)

Dir., Office of Personnel Management (previously, MP at a16z); Author of Secrets of Sand Hill Road; father of three amazing/crazy/beautiful girls.

avatar for Scott Kupor
Scott Kupor
Fri Dec 19 17:22:08
Gensyn $AI sale update - day 3

- 4000+ unique bidders
- average bid size: $1530
- team is continuing to clear KYC issues - try again if you were blocked before

1 day left!

Gensyn $AI sale update - day 3 - 4000+ unique bidders - average bid size: $1530 - team is continuing to clear KYC issues - try again if you were blocked before 1 day left!

COO @GensynAI / ex @a16z @Cravath

avatar for Jeff Amico
Jeff Amico
Fri Dec 19 17:20:30
RT @dexteryy: The Information这篇对OpenAI问题的独家,印证了我之前发过的「主动性」问题和「ChatGPT本身才是最大的AI应用,是下一代Agentic Web浏览器」

ChatGPT的聊天界面本质上是一种新的浏览器渲染引擎,既超越了现有引擎中…

RT @dexteryy: The Information这篇对OpenAI问题的独家,印证了我之前发过的「主动性」问题和「ChatGPT本身才是最大的AI应用,是下一代Agentic Web浏览器」 ChatGPT的聊天界面本质上是一种新的浏览器渲染引擎,既超越了现有引擎中…

Prompt Engineer, dedicated to learning and disseminating knowledge about AI, software engineering, and engineering management.

avatar for 宝玉
宝玉
Fri Dec 19 17:19:31
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