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TopoGlyph – an extensible language system for problem solving

by zwyld·Jun 15, 2026·2 points·0 comments

AI Analysis

●●SolidRabbit HoleBold Bet

APL-inspired symbolic system that makes LLMs invent new glyphs for your problems.

Strengths
  • Genuinely novel approach: dual text/visual encoding for LLM reasoning
  • Self-extending vocabulary adapts symbols to specific problem domains
  • Intellectually grounded with APL lineage and documented origin conversation
Weaknesses
  • No executable semantics or proof rules, value is purely as thinking tool
  • Only 4 commits, 0 stars, needs examples to prove practical utility
Category
Target Audience

AI researchers, prompt engineers, cognitive science enthusiasts

Post Description

TopoGlyph is a language system. Asking Claude or any language model to extend TopoGlyph and apply it to model or solve some problem tends to produce a more intelligent thought process. Try the Claude Code plugin with a problem / domain you are an expert in an judge for yourself.

If you read the core module it may seem insane in some places, and it should because there are 'hallucinated' concepts and conclusions (not defending them). Regardless, it's very fun to watch them invent new symbols to help you see the structure of whatever problem you are working on. It is what it is, and it works anyway. I find that interesting.

If you are familiar with the APL programming language you may see where this is going - https://computerhistory.org/blog/the-apl-programming-languag....

You can find the claude code plugin on github - https://github.com/xyzcoordinate/TopoGlyph. (will add more examples, haven't taken the time to organize things)

Recently Anthropic's Fable model was banned (idk the right term). It would be annoying if a similar thing happened to this. I wrote the whole text onto the Ethereum blockchain and locked it.

- https://github.com/xyzcoordinate/TopoGlyph/blob/main/topogly... - read it with foundry: `cast call 0xe1888706EC9C071E149060aeF70B539eBeb61092 "profileOf(uint256)(string)" 2 --rpc-url https://ethereum-rpc.publicnode.com ` - https://etherscan.io/address/0xe1888706EC9C071E149060aeF70B5...

That is all. Have a look if you are curious, is pretty awesome.

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