Rename README.md to ---title: READMEemoji: 🧠colorFrom: bluecolorTo: greensdk: staticpinned: falseshort_description: et.ai — on-device inference, governance intelligence, green fuels---# et.ai**Coder · AI/ML neural networks · Business developer · Patent holder**[](https://github.com/etai-netizen)[](https://github.com/etai-netizen)[](https://www.edgephone.ai/)[](https://www.non-exec.ai)[](https://www.greenh2s.ai)---## AboutI build AI products that have to work in the real world: on a phone, in a board pack, and across green energy systems.My public work sits at the intersection of **on-device inference**, **governance intelligence**, and **green fuels**. I hold patents, ship product, and keep a working lab of the models, agents, and edge stacks I want inside those products.- Building **[EdgePhone.ai](https://www.edgephone.ai/)** — phone-first edge AI that brings fast, private, and reliable machine intelligence onto devices; apps feel instantaneous, user data stays local- Building **[non-exec.ai](https://www.non-exec.ai)** — an AI tool to support Non-Executive Directors- Building **[greenh2s.ai](https://www.greenh2s.ai)** — AI for green energy and green fuels> *How I work:* prototype on the edge, measure against the market, then productise. Code is the lab. The companies are the shipping lane.---## What I am shipping### [EdgePhone.ai](https://www.edgephone.ai/)**Phone-first edge AI**Fast, private, and reliable machine intelligence on the device. Apps feel instantaneous. User data stays local.[Website](https://www.edgephone.ai/) · [GitHub](https://github.com/EdgePhoneAI01) · [LinkedIn](https://www.linkedin.com/company/edgephone-ai/) · [X](https://x.com/EdgephoneAI)### [non-exec.ai](https://www.non-exec.ai)**AI for Non-Executive Directors**An AI tool to support Non-Executive Directors with board-level insight, without handing the job to the executive pack.[Website](https://www.non-exec.ai) · [GitHub](https://github.com/NonExecAI01) · [LinkedIn](https://www.linkedin.com/company/non-exec-ai/) · [X](https://x.com/NonExecAI)### [greenh2s.ai](https://www.greenh2s.ai)**AI for green energy and green fuels**Applied AI across green energy and green fuels — systems that have to clear a project, not only a slide.[Website](https://www.greenh2s.ai) · [GitHub](https://github.com/GreenH2sAI01) · [LinkedIn](https://www.linkedin.com/company/greenh2s-ai/)Portfolio org: [AIPortfolio · GreenH2s · NonExec · EdgePhone](https://github.com/enterprises/AIPortfolioGreenH2sAINonExecAIEdgePhoneAI)---## How I think about the stack```text devices ──► on-device / 1-bit / edge inference │ agents ──► specialised crews, evals, and copilots │ boards ──► governance intelligence, not dashboards for their own sake │ energy ──► AI for green energy and green fuels that has to clear a project, not a slide```**Working set:** Python · TypeScript · on-device ML (BitNet, Google AI Edge, LocalAI) · agent systems · Android / Kotlin · product + patent development---## In the labPublic GitHub is a working notebook, not a trophy case. I fork, break, and reassemble the stacks I intend to productise.| Area | What I am studying | Repo || --- | --- | --- || On-device GenAI | Local gallery of edge ML / GenAI use cases | [google-ai-edge-gallery](https://github.com/etai-netizen/google-ai-edge-gallery) || 1-bit LLMs | Official BitNet inference for 1-bit models | [BitNet](https://github.com/etai-netizen/BitNet) || Local runtime | Run LLMs, vision, and voice without a GPU tax | [LocalAI](https://github.com/etai-netizen/LocalAI) || Agents | Specialist agent crews with process, not just prompts | [agency-agents](https://github.com/etai-netizen/agency-agents) || Reasoning | ARC-AGI toolkit and train/test corpus | [ARC-AGI](https://github.com/etai-netizen/ARC-AGI) || Market signal | Ranking checks across the three product domains | [rankingcheckaimodels](https://github.com/etai-netizen/rankingcheckaimodels) |---## Connect[](https://www.edgephone.ai/)[](https://github.com/EdgePhoneAI01)[](https://www.linkedin.com/company/edgephone-ai/)[](https://x.com/EdgephoneAI)[](https://www.non-exec.ai)[](https://github.com/NonExecAI01)[](https://www.linkedin.com/company/non-exec-ai/)[](https://x.com/NonExecAI)[](https://www.greenh2s.ai)[](https://github.com/GreenH2sAI01)[](https://www.linkedin.com/company/greenh2s-ai/)Source profile: [github.com/etai-netizen](https://github.com/etai-netizen) · [`etai-netizen/README.md`](https://github.com/etai-netizen/etai-netizen/blob/main/README.md)
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