Open-source research and engineering for collaborative agents, context-rich systems, and efficient machine intelligence.
An AppCubic workshop.
Production · GitHub · AppCubic · RenoCrypt
App Automaton develops the working layers around model capability: coordination between agents, the construction of context, and efficient model execution on real hardware.
Projects are released as reusable tools with inspectable interfaces, resumable workflows, and verifiable outputs.
Collaborative agents. Clear ownership, isolated execution, and durable state for work that spans multiple agents.
Context-rich systems. Grounded retrieval, explicit provenance, and controlled context across the full workflow.
Efficient machine intelligence. Model capability preserved through implementation, optimization, and integration.
Verification is designed into each layer.
Portable skills for delegation, research, browser control, documents, presentations, and technical writing.
agent-designer · document-SKILLs · presentation · webmaton · playwright-skill · latex-arxiv-SKILL
Stage-gated execution, multi-agent worktrees, agent workspaces, data conversion, and native container operations.
automaton · automux · openclaw-monorepo · markmaton · docker-for-apple-container · pi-arcweld
Speech, vision, video, spatial, and atomistic systems implemented for Apple silicon.
mlx-speech · tnt-asr · ltx-video-mlx · mlx-cv · mlx-spatial · mlx-h3 · mlx-atomistic
Human-led production with the same explicit stages and inspectable artifacts.
The full index is maintained at appautomaton.renocrypt.com.
This repository is the organization’s presentation and discovery layer.
| Layer | Source of truth |
|---|---|
| Project facts | src/data/org.generated.ts, written by scripts/sync-catalog.mjs from the org API |
| Shelf placement and copy | src/data/shelves.ts |
| Catalog and JSON-LD | src/data/catalog.ts, the join of the two above |
| Visual system | src/theme.ts and Astryx design tokens |
| Agent-readable index | public/llms.txt |
| Search discovery | dist/sitemap.xml and dist/robots.txt, generated by scripts/prerender.mjs |
| Delivery | .github/workflows/deploy.yml |
sitemap.xml and robots.txt are build artifacts rather than checked-in
files: the sitemap is derived from the links the rendered home page actually
contains, so the two cannot disagree. The state of search discovery, what the
daily build checks on its own, and what to look at next are recorded in
docs/search-discovery.md.
The application uses React 19, TypeScript, and Vite. Production builds run type-checking and bundling before a Playwright prerender writes the complete catalog into dist/index.html, preserving meaningful HTML for crawlers and constrained clients.
Cabinet Theater is implemented as a token system, not a collection of page-level overrides. Astryx supplies the component vocabulary; src/theme.ts defines paired day and night palettes, typography, motion, and engraving treatments. Fonts are self-hosted with their licenses, and every historical plate is public domain or CC0 with provenance recorded in src/plates/SOURCES.md.
npm install
npm run devBuild the production artifact:
npx playwright install chromium
npm run buildEvery push to main runs the GitHub Pages workflow: locked dependency installation, Chromium provisioning, type-checking, bundling, prerendering, artifact upload, and deployment.
The organization site does not claim bare one-segment paths such as /some-project/. GitHub Pages reserves those paths for repository-owned project sites. New landing-site routes therefore live beneath an explicit namespace such as /projects/<slug>/.
- AppCubic carries applied AI research, systems, and ventures through to production.
- RenoCrypt publishes long-form work on machine learning, systems, and security, keeping derivations, benchmarks, and code close to the claims.
The application code is released under the MIT License. League Gothic and Martian Mono retain their OFL terms; Gambetta retains the ITF Free Font License. Historical image sources and rights statements are recorded in src/plates/SOURCES.md.
App Automaton · An AppCubic workshop