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research#llm📝 BlogAnalyzed: Jan 16, 2026 01:15

AI Alchemy: Merging Models for Supercharged Intelligence!

Published:Jan 15, 2026 14:04
1 min read
Zenn LLM

Analysis

Model merging is a hot topic, showing the exciting potential to combine the strengths of different AI models! This innovative approach suggests a revolutionary shift, creating powerful new AI by blending existing knowledge instead of starting from scratch.
Reference

The article explores how combining separately trained models can create a 'super model' that leverages the best of each individual model.

Research#llm📝 BlogAnalyzed: Dec 28, 2025 21:57

Making deep learning perform real algorithms with Category Theory

Published:Dec 22, 2025 15:01
1 min read
ML Street Talk Pod

Analysis

This article discusses the limitations of current Large Language Models (LLMs) and proposes Category Theory as a potential solution. It highlights that LLMs struggle with basic logical operations like addition, due to their pattern-recognition based architecture. The article suggests that Category Theory, a branch of abstract mathematics, could provide a more rigorous framework for AI development, moving it beyond its current 'alchemy' phase. The discussion involves experts like Andrew Dudzik, Petar Velichkovich, and others, who explain the concepts and limitations of current AI models. The core idea is to move from trial-and-error to a more principled engineering approach for AI.
Reference

When you change a single digit in a long string of numbers, the pattern breaks because the model lacks the internal "machinery" to perform a simple carry operation.

Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 08:25

The Missing Layer of AGI: From Pattern Alchemy to Coordination Physics

Published:Dec 5, 2025 14:51
1 min read
ArXiv

Analysis

This article, sourced from ArXiv, suggests a critical examination of the current approach to Artificial General Intelligence (AGI). It implies that current methods, perhaps focusing on 'pattern alchemy,' are insufficient and proposes a shift towards a more fundamental understanding, possibly involving 'coordination physics.' The title hints at a need for a deeper, more principled approach to achieving AGI, moving beyond superficial pattern recognition.

Key Takeaways

    Reference

    Science & Technology#Isaac Newton📝 BlogAnalyzed: Dec 29, 2025 17:23

    Jed Buchwald on Isaac Newton and the Philosophy of Science

    Published:Aug 27, 2021 21:11
    1 min read
    Lex Fridman Podcast

    Analysis

    This article summarizes a podcast episode featuring Jed Buchwald, a historian and philosopher of science, discussing Isaac Newton and the philosophy of science. The episode, hosted by Lex Fridman, covers various aspects of Newton's life and work, including his contributions to science, his career, his views on religion and alchemy, and his relationship with Einstein. The article also provides timestamps for different segments of the episode, allowing listeners to easily navigate the discussion. Additionally, it includes links to the podcast, its various platforms, and ways to support the host.
    Reference

    The episode discusses Newton's contributions to science and his philosophical views.

    Research#llm👥 CommunityAnalyzed: Jan 3, 2026 15:37

    Machine learning has become alchemy (2017) [video]

    Published:Dec 25, 2018 21:11
    1 min read
    Hacker News

    Analysis

    The article title suggests a critical view of the state of machine learning, possibly implying that it's more about hype and magic than rigorous science. The inclusion of "(2017)" indicates the age of the article, which is important context for understanding the perspective.

    Key Takeaways

      Reference

      Research#llm👥 CommunityAnalyzed: Jan 4, 2026 10:31

      Alchemy – Open Source AI

      Published:Nov 27, 2015 07:00
      1 min read
      Hacker News

      Analysis

      The article announces the release of Alchemy, an open-source AI project. The source, Hacker News, suggests a technical and potentially community-driven focus. The title is concise and informative, immediately conveying the core subject.
      Reference