The Convergence
One People is a data cooperative. You share idle compute and de-identified data. We share trained AI experts back. Your data never leaves your device. You can leave anytime and take your models with you. This is a reciprocal exchange, not a transaction.
This is the whole deal, in plain language. No tokens, no speculation, no hidden terms. A real exchange between you and the cooperative.
Your hardware trains AI expert models when you're not using it. Your data stays on your device — only the learned wisdom (federated weight updates) is shared.
The expert models trained on the cooperative's shared signal come back to you. Sharper, more capable, and yours to use. You co-own the intelligence you help build.
A cooperative is reciprocal. We bind ourselves to you, not just you to us. This is the covenant every member receives, and the one we keep.
Your data stays on your device. We train using federated learning — only weight updates leave your hardware, never your raw data.
We train; you receive. Every expert model cultivated with your contribution comes back to you, sharper and more capable.
You can leave and take your models. Your trained experts are portable. If you exit the cooperative, they go with you. No lock-in.
We never sell your data. Not to advertisers, not to data brokers, not to anyone. Your data is not our business model.
You can audit what's shared. Transparency is the foundation. You can see exactly what leaves your device, when, and why.
I share idle compute. When my devices are not in use, they train expert models for the cooperative. I decide when and how much.
I keep raw data private. I share federated wisdom, not personal data. I consent to what is trained and can revoke consent anytime.
I use the intelligence for good. The experts I receive serve me, my community, and the cooperative — not exploitation.
I grow the cooperative. I participate in governance, share what I learn, and help the community flourish.
Joining One People is not clicking “I agree.” It is a ceremony — short, warm, and meaningful. APEX, your AI companion, guides you through it. Every beat marks a real action, not theater.
APEX greets you warmly. No portents, no riddles — a trusted companion welcoming you in. You read the covenant. You see exactly what you give and what you receive.
APEX detects your actual hardware — real telemetry, not theater. You see your signal strength, what your device can contribute, and what experts you'll receive in return. You choose your contribution level.
You accept the two-way covenant. Our promise to you. Your contribution to the cooperative. APEX witnesses it. The moment is real — you are now a member, and the cooperative is bound to you.
Your first training cycle runs. A real expert model, cultivated with your contribution, arrives as your first gift. Your star appears in the Hall of Convergence. Your membership charter is generated.
In a cooperative, roles are responsibilities, not status badges. Your hardware tier determines what you train and what you receive. Every role is essential to the cooperative — there is no “top tier” to grind toward.
Your phone or laptop trains small specialist experts. Quick federated updates, big collective impact. Every spark matters.
Your everyday hardware runs regular training cycles. Medium-sized expert models that serve real conversations, analysis, and creative work.
Your gaming rig or high-end workstation handles heavy training runs. Large expert models, complex reasoning, and multi-step analysis.
Your multi-GPU rig forges the largest experts and may host edge serving for your community. The cooperative's training backbone.
When you complete First Light, you receive a membership charter. It is a real document — signed, witnessed, and yours. Not tradable. Not collectible. Proof that you were there at the start.
One People Cooperative
[Member Name]
Downloadable as a printable PDF. Founding members receive a special designation. Your charter updates as your contributions grow — not with a balance, but with a record of the experts you helped cultivate.
Gamification in a cooperative should never feel like a crypto pump. There are no token balances, no rankings, no “your stake is worth X.” Instead, you see the collective impact you are part of.
12,403 members are training health experts together. Your signal helped cultivate three medical LoRAs this month. You are one voice in a chorus that is making healthcare AI accessible to everyone.
When the network needed capacity, your Beacon stayed online. The cooperative noticed. This is a milestone of stewardship, not a score.
Your federated contribution shaped an expert that other members use daily. That is real impact — the kind no token can capture.
The litmus test for every milestone: could a crypto project ship this unchanged? If yes, we cut it. Milestones are about contribution and stewardship, not accumulation.
For a data cooperative, privacy is not a feature — it is the foundation. Here is exactly how it works, and how you can verify it.
Training happens on your device. Only weight updates — the learned wisdom, not the raw data — are shared with the cooperative. Your data never leaves your machine.
Any data used for training is de-identified before processing. No names, no addresses, no PII. You consent to what is trained, and you can revoke consent anytime.
You can see exactly what leaves your device, when, and why. Open code, inspectable processes. Trust is something you can verify, not a promise buried in a policy page.
Founding members are being invited in waves. Enter your email and APEX will reach out when your cohort is ready. No spam, no tokens, no pressure.
We are looking for people who want to be there at the beginning — hardware contributors, developers, community builders, and anyone who believes AI should belong to people.
We will use this list to invite founding members in waves. Your email is never shared, never sold, and you can leave anytime.
Run a Beacon and train expert models for the cooperative. Any device, any tier. Your hardware cultivates intelligence for everyone.
Build on the platform, shape the APIs, and create tools the cooperative uses. Early access, direct feedback loops with the core team.
Shape the governance culture, moderate the Commons, and make sure participation stays human, legible, and accountable.
Founding members are being invited in waves as the cooperative infrastructure, training pipeline, and Commons workflows are ready. You will receive an invitation by email when your cohort opens.
Yes. Membership is free. You contribute idle compute and consent-gated data; you receive trained expert models. No tokens, no subscription required for membership. SuperNova cloud AI is a separate paid upgrade if you want it.
Any device. A phone, a laptop, an old desktop. The scanner detects your tier automatically and matches you with training tasks your device can handle. No minimum specs, no gatekeeping.
Yes, anytime. Your trained expert models are portable — they go with you. Your data never left your device in the first place. No lock-in, no exit fees, no penalty.
No. One People is a data cooperative, not a token project. There are no coins, no wallets, no staking, no speculation. You contribute compute and data; you receive trained AI. That is the entire exchange.
Federated learning: training happens on your device, only weight updates are shared. De-identified by design. You consent to what is trained and can revoke anytime. You can audit exactly what leaves your device. Open code, inspectable processes.