Specialized personal intelligence that continuously learns you, that you own, and can combine with others to work together.
Get Your own iCore - a specialized intelligence core that atomically aligns to you, a model that continuously trains on your feedback and data, which you own and control. Your data stays private, but your iCore's synthesized intelligence can contribute to and be served by the network of everyone else's iCores, paying you back. Use your iCore as an aligned private personal assistant and join the network to help protect and serve sovereign intelligence.
The Quorumz vision · Explore the network we’re building.
An Atomically Aligned Reinforcement Learning model that continuously learns you
The idea behind the network
Different traditions. Distinct meanings. An invitation to imagine what we can build together.
Intelligence that aligns to you
Where centralized providers, both open and closed source, give you generic intelligence, your iCore continuously trains to be your personal shadow and light, your personal intelligence augmentation.
Explore personal intelligenceWith Quorumz, your data and your own model stay private, serving you within your iCore, and serving others only as learnt shareable intelligence and knowledge, not identifiable personal info or data. With centralized providers on the other hand, your life's work, your data, your experience, your intelligence, they are all exposed the moment you write them into the chat, and often confiscated into a general model owned by someone else, which you then have to pay for. Quorumz is private by design, your data, your model.
Privacy & permissionsYour iCore retains feedback from every interaction, classifies, categorizes and indexes the world as you interact with it, online and offline, and continuously trains to be an aid you can count on to help you think, plan, organize and execute in your own reality and life.
A nightly RL process consolidates indexed data and interactions from today into a more aligned model to wake up with tomorrow. Your iCore learns both how to think and get things done for you, how to organize and synthesize your data knowledge and writings into an intelligence aligned with you, and who to reach out to in your immediate work/social network for augmenting your context and abilities and getting work or tasks done.
Explore Atomic AlignmentUse your iCore as a tailored personal assistant, free forever and yours. Earn reputation and rewards for allowing your iCore to serve your atomic intelligence into the network, combining dynamically into iQuorumz. Your data, your model weights always stay private and yours; you share only insights, knowledge, experience and intelligence that has been synthesized to be shareable and publicly relevant.
Explore the contributor economyYour iCore learns a routing model to shape its contextual graph awareness to which other iCores and groups of iCores in the network can help it solve relevant prompts that you ask. Each iCore in turn does the same. Together, they form an intelligence network, where a lot of the added value resides in the connectivity layer, where iCores learn how to assemble into iQuorumz to create a greater hivemind for answering more difficult or broad context queries or prompts.
Each set of iCores can assemble an iQuorum, a bigger model that can produce information and intelligence gain on specific subject areas, depending on the prompt context and the selected iQuorum members.
Explore intelligence quorumsIn centralized providers, the model is entirely owned and run on centralized single point of failure servers of a for profit company - one compromise, we all pay the price. in Quorumz - each iCore is atomically bound to its human owner, continuously working to align itself with its human. the decentralized intelligence network arising from these distributed iCores is by definition human-controlled, and each iCore requires its human in order to stay active. The security in HiNet is decentralized across all iCores. no one entity holds all the weights, rather each human controls the weights covering their own intelligence. no singular point of failure.
Explore human authoritySee the bigger picture
Start with a private iCore that learns from you. Bring specialized iCores together as iQuorumz. Inside companies, an iCorp connects team expertise into sovereign corporate intelligence—serving internal work and, by choice, the wider network.
4 min 36 sec · English narration
Read the transcript Explore the science & research filmPersonal. Collective. Organizational.
A complete personal agent, with your context, your task policy, and your authority boundary.
A temporary collaboration of willing specialists. Contributions can branch, return, and combine within agreed limits.
A standing group with company-controlled knowledge, organizational permissions and a shared service interface. Use internally; offer authorized intelligence to the network by choice.
Three approaches to intelligence
Personal ownership. Atomic alignment. Intelligence that learns to work together.
| Dimension | Centralized AI | Open-source / open-weight AI | Quorumz |
|---|---|---|---|
| Privacy | Your chats enter the provider’s infrastructure and are handled under its access, retention and training policies. | Open weights alone do not prevent data reaching the internet. Privacy depends on the runtime, tools and protective harness. | Your private data and personal weights stay with your iCore. Permission, minimization and de-identification govern shareable intelligence. |
| Model trust & security [1] | The provider controls the model supply chain and the safeguards around it. | Open weights can still contain hidden backdoors. Local hosting and clean benchmarks alone do not establish trust. | Owner-controlled models with provenance checks and independently enforced tool, data and network permissions. Personal learning does not replace security boundaries. |
| Alignment | Shared post-training objectives and service safeguards; no inherent ongoing alignment to one specific human. | A general foundation with its creator’s training objectives. Personal alignment requires an additional owner-learning system. | Atomic alignment: an iCore learns from its human’s data and feedback, with human authority at every node. |
| Generality & specialization [2] | Shared defaults serve many people. Personal context and feedback matter: polished, more uniform output need not improve real outcomes. | Owning a shared checkpoint does not make it personal. Context, feedback and adaptation must be added around or into the model. | An Atomically Specialized Intelligence shaped by its owner's context and feedback. Evaluate usefulness to that person; assemble relevant specialists into task-specific iQuorumz. |
| Value & ownership | The provider controls the underlying model and captures service revenue. | You control your copy under its license; commercial use and monetization depend on that license and your own service. | Own your intelligence and earn from useful contributions—as an individual with an iCore, or a company with an iCorp. |
| Future networks | Networking evolves within provider-controlled infrastructure. | Networking and distributed operation depend on the system built around the weights. | A decentralized foundation for increasingly responsive, large-scale iQuorumz. Future quantum links are an avenue to explore alongside advances in classical networking. |
[1] Ownership needs safeguards. ProjectDiscovery demonstrated a backdoor concealed in model weights. Read the security study ↗
[2] Personal context matters. A Change.org study found increased similarity without improved petition outcomes. Read the Nature Human Behaviour paper ↗
Our design response. Pair owner-specific learning with independent permission controls. These studies motivate the architecture; neither evaluated Quorumz or proves its superiority.
An open scientific foundation
Our papers separate mathematical guarantees, recorded experiments, and the capabilities we still need to establish.
Human-owned intelligence
