uncoalesced

reference

Sitemap

Every page on this site, grouped. The XML version for crawlers is at /sitemap.xml.

About

  • Home: An independent engineering collective writing local-first, open-source software. Peridot, Madhuca, TuringOS, FluxBoard, and Cordon all live here.
  • Philosophy: How uncoalesced works: independent tools, one engineering standard, open source first, and the long goal of bringing frontier AI onto hardware people own.

Projects

  • Projects: Peridot, Madhuca and Cordon are shipped. FluxBoard is in public beta, TuringOS is in development. All of it is open source.
  • Peridot: Peridot v1.6.0 runs a 27B model entirely on an 8 GB GPU, offline. It uses sandboxed tools and takes MCP jobs from cloud agents without sending your files.
  • ZAT-SCS: Part of Peridot. It reads keystroke acceleration and microphone amplitude at 10Hz, guesses a prompt is coming, and takes the GPU back before you hit Enter.
  • Madhuca: Free, open-source fire and smoke radar for India. NASA satellite fire data plus wind, so you can see where each fire is and which way its smoke is going.
  • TuringOS: A Debian-based layer that runs Claude Code agents in throwaway Btrfs snapshots. Nothing reaches your real project until you have read the diff and said yes.
  • agent-wire: One local MCP server that gives Claude, Codex and Cursor live access to the web and 31 platforms. Free, private by design, no API keys for the common cases.
  • FluxBoard: An open-source Android keyboard with a sticker maker attached. Glide typing and prediction run on your phone, and nothing you type goes to a server. In beta.
  • Cordon: Cordon measures memory and CPU for each tool call an AI coding agent makes. Commands you run through it get their own cgroup and are throttled, not killed.
  • parentheses: A recurrent language model with selective linear attention, built and trained from scratch on one laptop GPU. In development and pre-benchmark.

Research

  • Papers: Two uncoalesced research papers: a survey of edge-cloud LLM inference, and a simulation study of student mess costs and food waste in Bengaluru.
  • Edge-cloud LLM inference: A survey of cold starts, GPU sharing, energy and water cost, and edge telemetry privacy in LLM serving, with a fleet-scale savings model you can adjust.
  • Student mess costs and food waste, Bengaluru: A simulation-based study of mess fees, food-safety risk, hidden living costs and plate-waste emissions around two Bengaluru universities. Interactive.

Get involved

  • Contribute: How to help: pick a repo, file issues in public, send patches upstream. What we expect from a pull request, and how security reports work.
  • Contact: Found a bug or broke something on hardware we never tried? Open a GitHub issue, use the form, or email mail@uncoalesced.com.

For AI agents and crawlers

  • For AI agents and answer engines: What uncoalesced is, what it publishes, how the projects relate, and the machine-readable files (llms.txt, entitymap.json) that describe it.
  • Sitemap: Every page on uncoalesced.com in one list: the projects, the papers, the philosophy, the legal pages and the Spanish and Portuguese pages.

Legal

  • Privacy policy: No cookies, no analytics, no trackers. What this site processes when you visit or write to us, and your rights under India's DPDP Act and the GDPR.
  • Terms of use: The rules for using this website. Our open-source code keeps its own licences; these terms cover the site, its content and the contact form.
  • Accessibility: What we test for accessibility on every page, what we know still falls short, and how to tell us about a barrier you hit.
  • Licences and credits: The licence for each of our projects, and the open-source libraries, fonts and data this site is built on.

Languages

  • Español: Un colectivo de ingeniería independiente que escribe software local y de código abierto. Peridot, Madhuca, TuringOS, FluxBoard y Cordon viven aquí.
  • Español · Proyectos: Peridot, Madhuca y Cordon están publicados. FluxBoard está en beta pública y TuringOS en desarrollo. Todo es código abierto.
  • Português: Um coletivo de engenharia independente que escreve software local e de código aberto. Peridot, Madhuca, TuringOS, FluxBoard e Cordon vivem aqui.
  • Português · Projetos: Peridot, Madhuca e Cordon estão lançados. FluxBoard está em beta público e TuringOS em desenvolvimento. Tudo é código aberto.