Show HN: SupGen, an model-free program synthesizer by examples / dependent types
21 points by LightMachine 5 months ago | 9 comments- tough 5 months agoThe 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 5 months agoTable of Contents
01:53 Proving the Ruma Hypothesis - https://youtu.be/GddkKIhDE2c?t=113
14:45 Boolean, Natural Number, Words of Fixed Length, Lists, Funct - https://youtu.be/GddkKIhDE2c?t=88505:13 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
22:01 Demonstrating a Key Theorem - https://youtu.be/GddkKIhDE2c?t=132116:23 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
24:01 Enumerating the Proof Space - https://youtu.be/GddkKIhDE2c?t=144123:05 Instant Search Proof - https://youtu.be/GddkKIhDE2c?t=1385
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
29:18 Predicting Next Tokens with Symbolic Transforms - https://youtu.be/GddkKIhDE2c?t=175828:18 Predicting Next Token - https://youtu.be/GddkKIhDE2c?t=1698
29:33 Synthesizing Token Predictions from Lists - https://youtu.be/GddkKIhDE2c?t=1773
- tough 5 months ago
- calebh 5 months agoThe 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.
- worldsayshi 5 months agoHere's a bsky link: https://bsky.app/profile/victortaelin.bsky.social/post/3lg72...
- worldsayshi 5 months ago
- tluyben2 5 months agoI think this was the video?
- tecore 5 months agoThat’s really awesome
- gingfreecss 5 months agoFreaking incredible
- greatgib 5 months agoYoutube 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 5 months agothis is so dope omg
- flvsff 5 months ago[flagged]
- flvsff 5 months ago[flagged]