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한국어(KO) Juergentron9000 (@juergentron9000) 세 개의 최첨단 LLM을 함께 써서 ‘adversarial orchestration’ 방식으로 작업했다고 공유했다. 일종의 centaur workflow로, UFT를 찾았지만 본인이 물리학자가 아니어서 진위 판단은 못 했다고

User leverages multiple LLMs for research, faces verification challenges

By PulseAugur Editorial · [2 sources] ·

A user named Juergentron9000 described using three advanced LLMs in an "adversarial orchestration" method to develop results that appeared to be related to the Universidade Federal do Tocantins. However, lacking expertise in physics, the user could not verify the accuracy of these results, and even an AI review only yielded a "looks good" response. This situation highlights the limitations and potential applications of multi-LLM collaboration for verification and workflow processes. AI

IMPACT Demonstrates the current limitations of LLM-based verification and the need for human expertise in complex research tasks.

RANK_REASON This is a user's personal account of using LLMs, not a release from a lab or a significant industry event.

Read on Mastodon — sigmoid.social →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

COVERAGE [2]

  1. Mastodon — sigmoid.social TIER_1 한국어(KO) · [email protected] ·

    Juergentron9000 (@juergentron9000) explained that they developed results that look like UFT using three state-of-the-art LLMs. They shared that they are not a physicist, so they could not judge the truthfulness of the results, and they also asked AI to review it, but ultimately only received a response at the level of 'it looks good'.

    Juergentron9000 (@juergentron9000) 세 개의 최첨단 LLM을 사용해 UFT처럼 보이는 결과를 개발했다고 설명했다. 본인은 물리학자가 아니어서 결과의 참/거짓을 판단할 수 없었고, AI에게도 검토를 맡겼지만 결국 ‘좋아 보인다’는 수준의 응답만 얻었다고 공유했다. 멀티 LLM 협업의 한계와 활용 방식을 보여주는 사례다. https:// x.com/juergentron9000/status/2 066399626790371740 # llm # multiagent # verifi…

  2. Mastodon — sigmoid.social TIER_1 한국어(KO) · [email protected] ·

    Juergentron9000 (@juergentron9000) shared that they used three state-of-the-art LLMs together in an ‘adversarial orchestration’ manner. It’s a type of centaur workflow, and they found UFT but couldn’t verify its authenticity as they are not a physicist.

    Juergentron9000 (@juergentron9000) 세 개의 최첨단 LLM을 함께 써서 ‘adversarial orchestration’ 방식으로 작업했다고 공유했다. 일종의 centaur workflow로, UFT를 찾았지만 본인이 물리학자가 아니어서 진위 판단은 못 했다고 언급했다. LLM을 이용한 복수 모델 협업/검증 실험 사례로 볼 수 있다. https:// x.com/juergentron9000/status/2 066406398062166193 # llm # agent # ev…

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