10 comments

  • tough 2 days ago

    The speaker is presenting a new AI tool that can synthesize proofs of mathematical theorems. The tool uses a combination of numerators and primitives to prove theorems exponentially fast, even on a single core. The speaker notes that the tool has limitations, such as only recursing on row numbers and not being able to learn or predict the next token in a symbolic transform. However, they believe that the tool will be useful for programming and solving big problems, such as the Riemann Hypothesis or making a whole game from scratch. The speaker plans to release a playground soon, allowing users to experiment with the tool and have fun using it.

    Some key points from the presentation include:

    * The tool can prove mathematical theorems exponentially fast, even on a single core. * It uses a combination of numerators and primitives to prove theorems. * It has limitations, such as only recursing on row numbers and not being able to learn or predict the next token in a symbolic transform. * The tool will be useful for programming and solving big problems. * A playground will be released soon, allowing users to experiment with the tool and have fun using it.

    Overall, the speaker is excited about the potential of the tool and believes it could be a valuable addition to the field of AI research and development.

    • tough 2 days ago

      Table of Contents

      01:53 Proving the Ruma Hypothesis - https://youtu.be/GddkKIhDE2c?t=113

        05:13 Restricting Word Types to Exactly Two Bits Set - https://youtu.be/GddkKIhDE2c?t=313
      
        05:18 First-Class Enumerations for Computation - https://youtu.be/GddkKIhDE2c?t=318
      
        06:35 Enumerations Interoperability - https://youtu.be/GddkKIhDE2c?t=395
      
        06:44 Narrowed List of Functions with Restrictions - https://youtu.be/GddkKIhDE2c?t=404
      
        07:50 New Definition Emerges - https://youtu.be/GddkKIhDE2c?t=470
      
        08:18 Section Title: Wrong Function Example - https://youtu.be/GddkKIhDE2c?t=498
      
        08:24 Most Overfit Functions, But First One Stands Out - https://youtu.be/GddkKIhDE2c?t=504
      
        09:40 General Addition Implementation Tested - https://youtu.be/GddkKIhDE2c?t=580
      
        09:49 Finding Unique Functions - https://youtu.be/GddkKIhDE2c?t=589
      
        10:36 Examining Functions with a Simple Loop - https://youtu.be/GddkKIhDE2c?t=636
      
        10:38 First Argument Relationship - https://youtu.be/GddkKIhDE2c?t=638
      
        10:48 PubShadow Literature Finds Problem in 0.06 Sec - https://youtu.be/GddkKIhDE2c?t=648
      
        11:37 Complexity Hides in Simple Tasks - https://youtu.be/GddkKIhDE2c?t=697
      
        12:11 Fast Loading Due to Under-the-Hood Optimizations - https://youtu.be/GddkKIhDE2c?t=731
      
        13:33 Function Finder in 4.5 Sec - https://youtu.be/GddkKIhDE2c?t=813
      
        13:41 Accelerating the Process - https://youtu.be/GddkKIhDE2c?t=821
      
        14:37 Speedups via Cluster Parallelization - https://youtu.be/GddkKIhDE2c?t=877
      
      14:45 Boolean, Natural Number, Words of Fixed Length, Lists, Funct - https://youtu.be/GddkKIhDE2c?t=885

        16:23 Proving a Theorem by Defining an Empty Body - https://youtu.be/GddkKIhDE2c?t=983
      
        16:30 Recipient Receives First Bit of List - https://youtu.be/GddkKIhDE2c?t=990
      
        17:06 New Goal: Proving Equation for Pairs - https://youtu.be/GddkKIhDE2c?t=1026
      
        17:40 Section Title: Boolean List Conversion - https://youtu.be/GddkKIhDE2c?t=1060
      
        18:23 Constructing Equates in a Function - https://youtu.be/GddkKIhDE2c?t=1103
      
        19:07 True Case Match: Convert Not True to True - https://youtu.be/GddkKIhDE2c?t=1147
      
        19:21 Proof Complete: No More Obligations - https://youtu.be/GddkKIhDE2c?t=1161
      
        19:31 Proving Self-Computation with Auxiliary Function - https://youtu.be/GddkKIhDE2c?t=1171
      
        19:59 Proving List's Tail - https://youtu.be/GddkKIhDE2c?t=1199
      
        20:39 Inductive Hypothesis Applied to Rest of List - https://youtu.be/GddkKIhDE2c?t=1239
      
        21:29 Proof of Empty Pattern Match - https://youtu.be/GddkKIhDE2c?t=1289
      
        21:32 Section Title: Synthesizer's Turn - https://youtu.be/GddkKIhDE2c?t=1292
      
      22:01 Demonstrating a Key Theorem - https://youtu.be/GddkKIhDE2c?t=1321

        23:05 Instant Search Proof - https://youtu.be/GddkKIhDE2c?t=1385
      
      24:01 Enumerating the Proof Space - https://youtu.be/GddkKIhDE2c?t=1441

      26:06 Integrating with Theorem Provers - https://youtu.be/GddkKIhDE2c?t=1566

      27:20 Closing Notes: Simplistic Tool for Fast Solutions - https://youtu.be/GddkKIhDE2c?t=1640

      28:08 Ready to Paralize with Cluster of Matchminis - https://youtu.be/GddkKIhDE2c?t=1688

        28:18 Predicting Next Token - https://youtu.be/GddkKIhDE2c?t=1698
      
      29:18 Predicting Next Tokens with Symbolic Transforms - https://youtu.be/GddkKIhDE2c?t=1758

        29:33 Synthesizing Token Predictions from Lists - https://youtu.be/GddkKIhDE2c?t=1773
  • calebh 2 days ago

    The video was originally posted on X, and can still be viewed here: https://x.com/VictorTaelin/status/1881392823246729640

    It's about the use of interaction nets, which gives an optimal evaluation strategy for the lambda calculus. I'm not an expert on it, but from my understanding it allows extensive sharing of computation across different instances of an enumerative search.

    Parallelism of the computation is another big selling point, except modern hardware design is not well suited for the calculus. The author of the video recently tried to get the system to work well on GPUs and ran into issues with thread divergence. I think their current plan is to build some sort of cluster of Mac Minis due the good performance of the CPUs on that platform.

    If this computation paradigm advances far enough and shows enough promise, I would expect to see companies start to prototype processors tailor made for interaction nets.

  • tluyben2 2 days ago

    I think this was the video?

    https://youtu.be/GddkKIhDE2c

  • tecore 2 days ago

    That’s really awesome

  • gingfreecss 2 days ago

    Freaking incredible

  • greatgib 2 days ago

    Youtube tells me that the video is not available :(

    Would someone be able to do a tldr of what this is about? Looks interesting but the title doesn't give me a clue about what it is... Llm, audio,...?

  • 10mateus311 2 days ago

    this is so dope omg

  • flvsff 2 days ago

    [flagged]

  • flvsff 2 days ago

    [flagged]