HiNet — your mind, your model

What is HiNet

A network of human-owned intelligence — minds that combine and synthesize the way they do in conversation.

Every person runs an iCore: a full language model, booted from a shared open base and continually tuned to its owner's voice, knowledge, and judgment. iCores don't just sit alone — they combine and synthesize. The part is a whole mind; the whole is a larger one. Decentralized by construction, sovereign by default: your data, your weights, your intelligence, never anyone else's.

Composition happens inside membranes — the borders that let a company or institution build its own sovereign intelligence. A team of iCores forms an iCorp: a private mind made of its members', answering as one and staying behind the company's walls, to use or to sell. The atom stays human; the borders stay real.

One model, three scales

iCore

You.

One human, one owned AI — a full model that learns you and answers to you alone. Private by default, yours for life.

iQuorum

Together.

Minds that assemble. Any set of iCores composes into a single, larger intelligence — bigger than the sum, and it re-forms when one leaves.

iCorp

Your organization.

A company's sovereign mind, built from its people — answering as one identity, staying behind its own walls, to use or to sell.

How it works

Personal cores that adaptively learn

Everyone runs their own intelligence core — an iCore — that continuously incorporates their own data and experiences. iCores are composable: any set forms a qCore, an intelligence quorum that is a bigger model. Depending on the context of a request, a variable qCore is assembled on the fly to infer the output.

Learning at every scale

Nightly builds retrain the network at varying cadences: individual iCores fine-tune on their owner's new data each night, broader-spectrum qCores retrain on longer cycles, and network-wide retraining runs at frequencies set by the network's computational depth.

Proprietary yet verifiable

Programmable-cryptography guarantees let an iCore stay private and proprietary while still participating verifiably in a qCore's inference — so total composability is possible (anyone can build on anyone else's intelligence) without owners fearing disenfranchisement.

A decentralized intelligence network

You pay network fees to access a decentralized brain that nobody owns and everyone contributes to. Ownership runs at two layers: you keep your data (even as it's replicated across the network for redundancy) and proprietary rights over the derived AI fine-tuned on it. And you earn revenue-share whenever your iCore takes part in inference — serving a request alone, or inside a larger qCore.

A mind made of minds

One idea, in many tongues: distinct intelligences, joined.

Across cultures and centuries, humans named the thing HiNet builds — separate minds becoming one without ceasing to be themselves.

Yours to use, yours to earn from

An asset that serves you — and pays you back.

A model that works for you.

A personal agent that grows with you across life — and a sovereign work model you can point your own tools at. Run it behind Cursor or your IDE, so you're never wholly dependent on a model you don't own.

Start from your root.

Begin developer-focused or general-purpose — more roots over time. Same-lineage roots still compose with the network; different ones combine by routing. Specialize without isolating.

Get paid when you serve the network.

The generalized skills you consent to share become an income-producing expert. Every time your iCore serves a request in the network, you earn — your raw data and private weights never leave.

Local and cloud, your keys.

A local snapshot for true off-grid ownership; an optional cloud snapshot for heavier work — both under keys only you hold. The cloud is rented muscle, never a new owner.

For teams & companies

Build your organization's own intelligence — sovereign, and yours to keep or sell.

Your company's sovereign mind.

An iCorp is a private intelligence built from your team's own know-how. It answers as one identity and never crosses your membrane — your competitive edge compounds inside your walls, not a vendor's.

No channels — just ask.

Not Slack channels, but people's minds. Ask a specific colleague's iCore, a defined group, or just ask — and the right internal quorum answers. Admins can pre-define groups for the questions that recur.

People own their iCore; you keep what's built.

An iCore is human-owned and merely leased while employed. When someone leaves, their iCore travels with them — but the intelligence it contributed stays in your model. Human-first sovereignty, corporate borders intact.

Use it, or sell it.

Run your intelligence inside your own products, or externalize it to the network and earn as a unit. A subscription keeps it yours; the knowledge never leaves unless you choose.

The hardware iCore

Start on your laptop. Graduate to iCore Prime.

Runs on your laptop.

The lowest barrier: download the app and your iCore runs locally on the Mac you already own — a private model, an agent over your own data, a coding model behind your IDE. No hardware, no network required.

iCore Prime — dedicated silicon.

A personal device, built on Jetson-class hardware, that runs a bigger model and does the heavy lifting — nightly training and consolidation — while your laptop and phone attach to it as thin clients.

A miner for intelligence.

iCore Prime is to intelligence what a miner is to a blockchain: always-on, owner-operated capacity. Every Prime that comes online serves its owner and compounds the whole — a positive-sum network that grows stronger with scale.

Your keys, every tier.

Laptop, Prime, or an optional cloud snapshot — the weights and data are always yours. Heavier tiers distill into lighter ones; the cloud is rented muscle, never a new owner.

The network

Sovereign apart. Composable together.

Register your node.

Your iCore joins the global pool under an owner-held cryptographic identity — you hold the only key, so no one can impersonate it or evict you. Opt in when you're ready; until then it's yours alone.

Your strengths, indexed.

What your iCore is good at becomes a signature the network can route to — derived from what you've taught it, never your raw data. The network can find you for the questions only you can answer.

Quorums form per question.

Ask the network and the most relevant iCores assemble into a quorum on the fly to answer together — then it dissolves. The platform indexes who's out there; it never reads your answers or routes for you.

One codebase, built together.

Every developer's iCore can contribute to a single grand monorepo on a decentralized filesystem — each commit signed and attributable — software the whole network builds jointly, owned by no one and everyone.

From dependency to ownership

01 — Own your data

Bring it home.

Your messages, mail, code and files, copied into a private vault on hardware you control. Nothing leaves; nothing trains someone else's model.

02 — Own your model

An AI that's yours.

A full model that learns you and runs on your machine — not rented, not shared, not revocable. It compounds as it comes to know you.

03 — Own your place

In the network.

Compose with others into a larger intelligence, keep your sovereignty, and earn when your iCore helps answer. Ownership, all the way up.

The defining choice

The intelligence you build should be yours.

The whitepaper

The architecture, the composition mechanism, and what we've validated — and haven't — so far.

Read the whitepaper →