Eitan Lavi · Quorumz Research
Transcript · Synthetic English narration · Based on the Quorumz whitepaper and September 2026 research manuscripts
THE QUORUMZ VISION
Quorumz is building a decentralized intelligence network, beginning with a specialized model you own. Your iCore learns from your data and feedback. When you choose, it can combine with other human-owned specialists to do more together.
Source: 2.3 A typed iCore
PERSONAL INTELLIGENCE
Your messages, notes, work and experiences supply context. Your iCore classifies and indexes that context in a private vault. Your corrections and verified outcomes supply feedback. The aim is an assistant that helps you think, plan, organize and execute in your own life.
Source: 3.1 Definition and optimization
PRIVATE BY DESIGN
Your private records and personal model stay under your control. Network participation shares permitted questions and useful learned contributions. Minimization and de-identification limit what leaves your boundary. You decide whether your iCore joins the network and what it may contribute.
ATOMIC ALIGNMENT
Your iCore can learn how you like to write, what matters to you, and how to carry out your work. Your corrections and observed outcomes provide the teaching signal. We call this personal learning A2RL, Atomic Alignment Reinforcement Learning. A separate cooperation model learns when help is useful and which peers to ask. Proposed nightly reviews check the personal model and its cooperation model together before releasing an update. More training alone does not guarantee that either improves.
Source: 2 The personal core
LEARNED CONNECTIONS
Your iCore might ask a colleague's iCore, which asks another specialist in turn. Or it might invite several peers to work at the same time, forming a temporary quorum. Every peer decides its own next step. Useful replies come back through those connections and are combined for your question. The process has a budget and a deadline, and can stop with a partial answer when it cannot finish.
Source: 3 Connectivity
THE NETWORK WE ARE DESIGNING
A large network should help your iCore find relevant expertise without asking everyone. Our mathematics describes conditions where fewer useful calls can cost less, and parallel contributions can return sooner. Those are conditional benefits, not a promise that more people always produce a better answer. The challenge is to learn connections that preserve quality while keeping the work and sharing within limits.
Source: 7 Energy
DECENTRALIZED SPECIALIST ROUTING
A prompt can stay with your iCore, using private context and the public internet. Broader tasks can recruit a small set of relevant specialists. Each participating iCore makes its own routing decisions. Together they form an iQuorum: a temporary composition of intelligence built around the task.
Source: 4.1 Forward split join and return; 4.5 When natural quorums reduce search cost
INTELLIGENCE THROUGH CONNECTIONS
A planning specialist, a technical specialist and a finance specialist can bring different knowledge to one question. The connectivity layer learns which contributions help, when to request another perspective and when enough expertise is available. The objective is useful cooperation with minimal necessary participation.
ATOMIC AUTHORITY
Each owner sets the permissions for their own iCore. Independent controls govern what it may read, share and do. The hardware vision adds biometric authorization and expiring activation: an owner can stop future participation. Human authority remains outside the learned model.
THE CONTRIBUTOR ECONOMY
The commercial vision pairs a personal assistant with an intelligence marketplace. People retain their own iCore and can earn when its authorized expertise helps others. A prompt's usage fee supports participating specialists and the protocol. The value comes from useful intelligence, rather than selling original private records.
Source: 15. Economics & Membranes; 9 Authority and scientific limits
SOVEREIGN COMPANY INTELLIGENCE
Inside a company, engineering, sales, operations and other teams bring complementary expertise. An iCorp is a standing organizational quorum with company-controlled knowledge and permissions. It serves internal work as sovereign corporate intelligence. The company can also choose to offer authorized intelligence to the wider network and earn from its use.
Source: iCorp
EXPLORE QUORUMZ
Start with an iCore you own. Connect it by choice. Build company intelligence within organizational boundaries, and contribute expertise when it serves your goals. For the learning framework, measured results and next milestones, watch the research film and explore the linked papers.
Source: 2.3 A typed iCore