Iterative Multi turn Pipeline for AI Collaboration Technology (IMPACT) | CAFA Talk 24

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📚 Title: Iterative Multi turn Pipeline for AI Collaboration Technology (IMPACT) | CAFA Talk 24
👨‍🏫 Presenter: Jaehwa Choi (https://www.cafalab.com/jaehwa-choi)
📝 Summary:
Within the CAFA ecosystem, the IMPACT (Iterative Multi turn Pipeline for AI Collaboration Technology ) framework offers a structured methodology for AI collaboration by decomposing complex tasks into a series of iterative, multi-turn steps. This framework is particularly well-suited for sophisticated AI workflows where the output of each distinct processing turn informs the input of the subsequent turn, thereby creating a logical and automated problem-solving pipeline. A primary motivation for IMPACT is to mitigate the inherent output variability of Large Language Models (LLMs). By breaking down operations, it aims to enhance the accuracy and consistency of AI performance, especially when dealing with complex and decomposable tasks. While the successful implementation of IMPACT necessitates the involvement of both domain and technical experts, along with a robust infrastructure for deployment and management, its core design—featuring automated iterative problem-solving and the selective utilization of results from previous turns—significantly boosts operational efficiency and the reliability of outcomes.

🔗 Reference(s):

🔗 Resource Links:
💬 CAFA Community (단톡방) | https://open.kakao.com/o/gEMts3Ae
👨‍👨‍👦‍👦 CAFA Community (카페) | https://cafe.naver.com/cafalab
🎟️ CAFA Platform Subscription | https://forms.gle/6XDwUVbfTugdjWye6
🎟️ CAFA Reward Validation | https://forms.gle/3fCeTiL8xAgWDexR6
💻 CAFA Community Update | https://youtube.com/playlist?list=PLgSth2TawHJ94IvMHcPZE5TwSQIw3o_SP&si=Mc62-nxtauJkEyqM
💻 CAFA Prompt Engineering Lecture | : https://www.youtube.com/playlist?list=PLgSth2TawHJ_WJntB8-l_mmFtVZ9DrXTe

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