Architecture and orchestration
Agent contracts, shared state, evidence ledgers, handoffs, memory boundaries, protected actions, and explicit human authority.
THE OFFICIAL ATLAS FIELD GUIDE
The Multi-Agent AI Atlas
Engineering Observable, Governed, Human-Accountable Agent Systems
This website edition is designed for business owners, engineers, educators, and decision makers. It explains how the 170 systems work, what the public demonstrations prove, how people can pause, redirect, or stop an AI team, and where organization-specific implementation must remain private professional work.
Mahsa Keikha, PhD
95Pages
25Chapters
11Appendices
170Systems
INSIDE THE FIELD GUIDE
From an engineering principle to a working public platform.
Code and evaluation
Deterministic reference implementations, test structure, CI, CodeQL, failure injection, red teaming, and release evidence.
Visual Explorer and Demo Lab
Choose any of the 170 systems, follow its specialist agents in plain language, inspect evidence, and use pause, change, restart, stop, and human decision controls.
Enterprise decision readiness
How leaders can recognize evidence gaps, authority risks, and the point where organization-specific professional review becomes necessary.
WHY IT EXISTS
The final answer is not enough.
A trustworthy agent system should let us inspect the evidence, the handoffs, the permissions, the failures, and the exact point where a person still has authority.
FOR ORGANIZATIONS
Move from public reference to accountable implementation.
Architecture and readiness review
Identify the system boundaries, evidence gaps, protected actions, and authority questions that require attention before deployment.
Private team training
Build shared engineering judgment around orchestration, evaluation, observability, risk, and meaningful human control.
Governed prototype direction
Translate one consequential workflow into a bounded architecture and evidence plan shaped around your organization.
Executive decision support
Give leadership a defensible view of priorities, blockers, ownership, and the next responsible investment decision.
OPEN FIELD GUIDE
Read the evidence. Bring us the real system.
The public field guide helps teams understand what the Atlas demonstrates and what it does not. Private work begins with the organization's actual workflow, evidence, systems, controls, risks, and accountable decision owners.