# uncoalesced > An independent engineering collective writing local-first, open-source software. Peridot, Madhuca, TuringOS, FluxBoard, and Cordon all live here. Every page below is server-rendered HTML that reads without JavaScript. Source code for each project is on GitHub at https://github.com/uncoalesced. ## Pages - [uncoalesced | independent open-source engineering collective](https://uncoalesced.com/): An independent engineering collective writing local-first, open-source software. Peridot, Madhuca, TuringOS, FluxBoard, and Cordon all live here. - [Philosophy: independent logic, shared origin](https://uncoalesced.com/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](https://uncoalesced.com/projects): Peridot, Madhuca and Cordon are shipped. FluxBoard is in public beta, TuringOS is in development. All of it is open source. - [Peridot: an offline AI kernel for your own GPU](https://uncoalesced.com/projects/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: predictive GPU preemption in Peridot](https://uncoalesced.com/projects/zatscs): 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: fire and smoke radar for India](https://uncoalesced.com/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: Claude Code agents in a sandbox](https://uncoalesced.com/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: local MCP server for AI agents](https://uncoalesced.com/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: a private Android keyboard](https://uncoalesced.com/projects/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: resource limits for AI coding agents](https://uncoalesced.com/projects/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 small recurrent language model](https://uncoalesced.com/projects/parentheses): A recurrent language model with selective linear attention, built and trained from scratch on one laptop GPU. In development and pre-benchmark. - [Papers](https://uncoalesced.com/researchpaper): 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 co-design survey](https://uncoalesced.com/researchpaper/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](https://uncoalesced.com/researchpaper/student-subsistence): A simulation-based study of mess fees, food-safety risk, hidden living costs and plate-waste emissions around two Bengaluru universities. Interactive. - [Contribute](https://uncoalesced.com/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](https://uncoalesced.com/contact): Found a bug or broke something on hardware we never tried? Open a GitHub issue, use the form, or email mail@uncoalesced.com. - [Privacy policy](https://uncoalesced.com/privacy): 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](https://uncoalesced.com/terms): 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](https://uncoalesced.com/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](https://uncoalesced.com/credits): The licence for each of our projects, and the open-source libraries, fonts and data this site is built on. - [For AI agents and answer engines](https://uncoalesced.com/ai): What uncoalesced is, what it publishes, how the projects relate, and the machine-readable files (llms.txt, entitymap.json) that describe it. - [Sitemap](https://uncoalesced.com/sitemap): Every page on uncoalesced.com in one list: the projects, the papers, the philosophy, the legal pages and the Spanish and Portuguese pages. - [uncoalesced | colectivo de ingeniería de código abierto](https://uncoalesced.com/es): Un colectivo de ingeniería independiente que escribe software local y de código abierto. Peridot, Madhuca, TuringOS, FluxBoard y Cordon viven aquí. - [Proyectos](https://uncoalesced.com/es/projects): Peridot, Madhuca y Cordon están publicados. FluxBoard está en beta pública y TuringOS en desarrollo. Todo es código abierto. - [uncoalesced | coletivo de engenharia de código aberto](https://uncoalesced.com/pt): Um coletivo de engenharia independente que escreve software local e de código aberto. Peridot, Madhuca, TuringOS, FluxBoard e Cordon vivem aqui. - [Projetos](https://uncoalesced.com/pt/projects): Peridot, Madhuca e Cordon estão lançados. FluxBoard está em beta público e TuringOS em desenvolvimento. Tudo é código aberto. ## Machine-readable - [Entity map](https://uncoalesced.com/entitymap.json): every project, paper and topic as JSON, with the relations between them. - [XML sitemap](https://uncoalesced.com/sitemap.xml): every URL, with last-modified dates.