Hilal Agil
I look for the problems that will shape the future, and try to build toward them.
My work sits at the frontier of AI, computing, and blockchain, and it all points the same way: intelligence that isn't owned by a few, value that's shared fairly, AI you can actually verify, and technology that helps us live with nature. Most of my time now goes to Tenzro and Praecise.
I grew up in the Maldives, studied Data Science and Machine Learning at Oxford, and started out in music before technology. More about me →
Currently
Tenzro
2024 — presentDecentralized AI and distributed computing — an open protocol and network that runs intelligence across many machines, so the future of AI isn’t controlled by a few.
Praecise
2025 — presentA nervous system for AI — the orchestration layer that decides how a model is put to work: answer from your own data first, reach for a bigger model only when it helps, and keep going until the answer holds and can be verified, all inside the rules you set. It brings together the data-grounding work of Ipnops and the portable, consistent memory of Rivier.
The Siren
2024 — presentArtistry — living models of how an artist decides and how they sound, mapped into ownable, licensable layers of the catalog. The Siren Graph captures an artist’s judgment; Siren Acoustics captures their authenticated sound-craft, from instruments to entire rigs. A research project grown over two years alongside the rest of the work, out of a lifelong passion for music.
Naturecode Project
2025 — presentEnvironmental intelligence — frontier technology turned toward conservation and biodiversity, through research, publications, open standards, and open-source tools, continuing the work begun with The Eco Org in the Maldives.
Furcate
2025 — presentEdge AI — intelligence that runs on the devices at the edge, where the data is made, rather than sending everything back to the cloud.
Writing
- Permissionless IntelligenceMost countries can't build a gigawatt AI campus, and most operators can't rent one. Open models are now good enough that they don't have to — what's missing is a network anyone can join, run a node on, and provide AI to. Notes on building Tenzro, and why it matters for small nations and independent operators.
- The Gating of IntelligenceWhen access to the most capable AI models becomes conditional, gated, and revocable overnight, the case for verifiable and distributed systems stops being ideological and becomes practical.
- Who Does the Agent Answer To?AI agents can now hold money and spend it — the payment rails arrived this spring. Identity, liability, and governance are being retrofitted afterward, and that order is backwards.
- Privacy Is Not a SettingA court order for twenty million chat logs, an opt-out nobody saw, and a cloud vendor that couldn't promise anything under oath. Data sovereignty isn't a toggle you flip — it's decided by architecture and jurisdiction, long before you reach the settings page.
- Data Has a Chain of Custody NowThe AI data debate has quietly moved on from whether training is fair use to how the data was gathered. That shift changes what the next decade of AI gets built on — and who gets paid for it.