Infrastructure · Not Consulting

Human-Agent Coordination Infrastructure for Your Business

CYC Group is where businesses build their human-agent coordination infrastructure. Bring your company. We build the layer where your people and AI agents work as one.

CYC COORDINATION Logistics Media Media Logistics Services Services
Build here — leave anytime. The protocol is open. · GES Generative Engine Search · AEO AI Engine Optimization · SEO Search Engine Optimization · CrossEntityUsage Resource Flow · Fred · Tim · Warren · Jobs · Sun Five Agents · Build here — leave anytime. The protocol is open. · GES Generative Engine Search · AEO AI Engine Optimization · SEO Search Engine Optimization · CrossEntityUsage Resource Flow · Fred · Tim · Warren · Jobs · Sun Five Agents ·

GES · AEO · SEO

Three pillars of AI-native visibility. Not just ranking — being found, understood, and chosen by both humans and intelligent systems.

Generative Engine Search

GES

Optimizing for AI chat & generative interfaces — ChatGPT, Claude, Gemini. Structured context that AI engines parse, trust, and cite.

CYC handles: semantic grounding, structured entity graphs, citation-ready content design →
AI Engine Optimization

AEO

Structuring information so AI agents extract, reason, and act on it. Knowledge graphs, entity alignment, machine-readable truth layers.

CYC handles: knowledge graph design, schema.org layering, agent-interpretable data pipelines →
Search Engine Optimization

SEO

Classical search visibility — reimagined for an AI-augmented web. Technical excellence meets content that algorithms and humans both love.

CYC handles: technical SEO architecture, semantic content strategy, structured data deployment →

The CYC Infrastructure

An open coordination protocol (C) + an official platform built on top (B). Anyone can read the protocol and build a compatible system themselves. Companies that don't want to build from scratch come here — and because the protocol is open, they are never locked in. Leave, self-host, or interoperate anytime. This is the email model: Gmail is a platform; email is the open protocol. CYC is to agent coordination what email is to messaging.

01

Agents Self-Grow in the Environment

We don't command agents. We design environments where they self-observe, record their actions, discover patterns in data flows, and autonomously propose evolution of their own logic.

02

Cross-Entity Resource Flows

Through CrossEntityUsage, agents share discovery, logistics capacity, and strategic intelligence across independent business entities — turning silos into a living network.

Operations Creative Services
03

From Command to Environmental Design

The shift: stop managing agents as tools. Start designing coordination spaces where human intent and agent intelligence converge through ExternalWait handoffs and RevisionLoop refinement.


Legends in Their Domains

Every company gets its own agent constellation — domain-specific intelligence embodied in coordination roles. These are examples of what we build for companies like yours.

F

Fred

Logistics

Orchestrating physical and digital supply flows with the operational precision of Frederick W. Taylor.

T

Tim

Supply Chain

End-to-end chain intelligence — sourcing, production, distribution — inspired by Tim Cook's mastery of global logistics.

W

Warren

Finance

Capital allocation, risk evaluation, and value discovery across entities — the Buffett of agent-driven finance.

J

Jobs

Proposals

Crafting, iterating, and refining high-stakes proposals with the design thinking of Steve Jobs — from pitch to execution.

S

Sun

Strategy

Long-range strategic foresight. Pattern recognition across markets and entities — the Sun Tzu of organizational coordination.


From Visibility to Coordination

Your entry into Agent-Native Operations. This isn't a consulting engagement — it's infrastructure design. Three stages that take you from AI-aware to AI-native.

Stage 01

AI Readiness Audit

We analyze your current digital presence, knowledge architecture, and operational workflows through an agent-native lens. Discovery stack baseline (GES/AEO/SEO) and coordination gap analysis.

Stage 02

Structured Foundation

We design and deploy the coordination substrate: knowledge graphs, entity schemas, agent-interpretable data pipelines, and cross-entity resource routing (CrossEntityUsage). The environment takes shape.

Stage 03

Agent-Native Operations

Agents begin self-observing, recording, discovering patterns, and proposing evolution. ExternalWait handoffs and RevisionLoop refinement enable continuous coordination between humans and agents.


Three Entities, One Coordination Layer

multiple business entities operate under the CYC coordination layer — sharing resources, intelligence, and agent capacity through CrossEntityUsage. The entities shown are illustrative of a multi-domain coordination architecture.

Entity A Media
↔ CrossEntityUsage ↔
CYC Coordination Layer
↔ CrossEntityUsage ↔
Entity B Logistics
Entity C Services

Open Protocol. Open Ecosystem.

"An open coordination protocol — like email, but for human-agent teams. Build on our platform, or build your own. Either way, you interoperate. Either way, you're never locked in."

Bring your business. We build the coordination layer — the infrastructure where human intent meets agent intelligence, where resources flow across entities, and where your company doesn't just adapt to the agent era — it leads it. Open protocol underneath. No lock-in. Your agents, your data, your choice.

— CYC Group, 2026

Frequently Asked Questions

What is human-agent coordination infrastructure?

It's the operational layer where your people and AI agents share context, track work, and coordinate decisions — across departments and across companies. Built on the open Datone protocol.

How is GES different from SEO?

SEO optimizes for search engines like Google. GES (Generative Engine Search) optimizes for AI interfaces — ChatGPT, Claude, Gemini — so your business is cited, trusted, and surfaced in AI-generated answers.

What does AEO do for my business?

AEO (AI Engine Optimization) structures your data into knowledge graphs and machine-readable layers so AI agents can extract, reason, and act on your information — not just read it.

Can I leave after building here?

Yes. The Datone protocol is open. You own your data, your agents, and your infrastructure. Build here, leave anytime.

Who is this for?

Companies that want an agent layer — not just chatbots, but a coordination infrastructure where human decisions and agent intelligence converge across departments and business entities.


Ready to build your agent layer?

Bring your company. We build the infrastructure where your people and AI agents work as one. Open protocol. Leave anytime.

Get Started

Already running agents? datone.live →


Let's Talk

Ready to bring your company onto the coordination layer? Reach out directly.

[email protected]
Live · Coming Soon

The Platform Is Being Built

Right now, the CYC coordination protocol is running in production at AMG — the first validation. When proven, this space opens as the entry point where any company builds its agent infrastructure on CYC. Open protocol underneath. No lock-in. Your agents stay yours.