naveen Kumar Sharma
7.4K posts
naveen Kumar Sharma
@sdbd_techBTC
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Mathura Sumali Haziran 2012
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@coingecko plz your candy make a better usecase what do u think about #coingecko
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When you scale parallel agents, prompt updates degrade fast. The more trajectories you process concurrently, the more generic your learned prompts become.
Our researchers worked with @lihanc02 and team on Combee to rethink how aggregation works at scale.
Results held up across GEPA and ACE even past 80 concurrent agents.
Read more on this research👇
Hanchen Li @ ICLR@lihanc02
Prompt Learning does not scale for parallel agents. More parallel agents 🤖 = worse prompts 😭 Why? Processing too many trajectories concurrently damages the prompt update process 🐝 We fix this with Combee : → preserves high-quality learnt system prompt → scales to more than 80 concurrent agents → up to 17× speedup without quality drop on top of ACE and GEPA 🥽Use Cases: 1. Prompt learning on large scale collected agent traces 2. Parallel agent learning online with fast knowledge sharing Read more below to learn how agents actually learn at scale ⬇️
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