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Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel 요약 설명

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이번 글에서는 Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel 논문의 핵심 포인트만 간단히 정리한다. 2026년 7월 15일(Arxiv) Schelpe, Sietse. Corbenic AI 논문 링크 Project Page 영문판 보기 요약 Taliesin은 검증된 풀이를 KV 상태로 저장하고 새 추론 문맥에 graft한다. Galahad는 모델...

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Rethinking the Evaluation of Harness Evolution for Agents | Summary

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This article explains the key points of Rethinking the Evaluation of Harness Evolution for Agents. 2026-07-14 (arXiv) Wang, Yike, Zhu, Huaisheng, Hu, Zhengyu, Yuan, Yige, Chen, Zhengyu, Senthil, Shakti, Hajishirzi, Hannaneh, Tsvetkov, Yulia, Dasigi, Pradeep, Xiao, Teng. Allen Institute for AI, University of Washington, Independent Paper Github Project Page Read...

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Rethinking the Evaluation of Harness Evolution for Agents 요약 설명

KO |

이번 글에서는 Rethinking the Evaluation of Harness Evolution for Agents 논문의 핵심 포인트만 간단히 정리한다. 2026년 7월 14일(Arxiv) Wang, Yike, Zhu, Huaisheng, Hu, Zhengyu, Yuan, Yige, Chen, Zhengyu, Senthil, Shakti, Hajishirzi, Hannaneh, Tsvetkov, Yulia, Dasigi, Pradeep, Xiao, Teng. Allen Institute for AI, University of Washington, Independent 논문 링크 Github Project...

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Metacognition in LLMs: Foundations, Progress, and Opportunities | Summary

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This article explains the key points of Metacognition in LLMs: Foundations, Progress, and Opportunities. 2026-07-13 (arXiv) Liu, Gabrielle Kaili-May, Gani, Areeb, Lu, Jacqueline, Thomas, Jordan, Steyvers, Mark, Cohan, Arman. Yale University, University of California, Irvine Paper Read this article in Korean Summary This survey examines when and how LLMs monitor...

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Metacognition in LLMs: Foundations, Progress, and Opportunities 요약 설명

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이번 글에서는 Metacognition in LLMs: Foundations, Progress, and Opportunities 논문의 핵심 포인트만 간단히 정리한다. 2026년 7월 13일(Arxiv) Liu, Gabrielle Kaili-May, Gani, Areeb, Lu, Jacqueline, Thomas, Jordan, Steyvers, Mark, Cohan, Arman. Yale University, University of California, Irvine 논문 링크 영문판 보기 요약 이 서베이는 LLM이 자신의 처리 과정을 언제, 어떻게 점검하고...

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