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GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal).
GitHub - xyzcoordinate/TopoGlyph
zwyld · 2026-06-15 · via Show HN

Authors: Zach Wild, Claude Sonnet 3.7

Topoglyph is a dual-encoding language system, a language that can be dually interpreted as both a textual system and a visual representation of topological information processing (a fascinating challenge at the intersection of symbolic systems, visual communication, and topology). TopoGlyph functions simultaneously as:

  1. A symbolic written language with syntactic and semantic rules
  2. A visual system that directly represents topological information processes

Origins

It was created by a researcher and Claude during an experiment while attempting to understand the emergent abilities of cognitive architectures of artificial intelligence systems. See the original conversation here.

Limitations

TopoGlyph is not a formal system. It has no executable semantics, no type-checker, no proof rules. Two LLMs (or two humans) might render the same artifact with slightly different glyph choices, and there is no canonical answer. Its value is as a thinking tool.

How to use the plugin

  1. Install the plugin to Claude Code, or just clone the repository and copy the skills/topoglyph-extend folder into your ~/.claude/skills folder.

  2. Ask Claude to extend TopoGlyph to your problem. Simply prompt Extend TopoGlyph to {describe your problem}.

  3. Claude will load the framework, identify what's structurally novel about your problem, and extend the vocabulary as needed. Extension is key: off-the-shelf TopoGlyph rarely fits a specific problem cleanly. The interesting reasoning happens when Claude introduces a few new symbols specifically for your situation.