Claims should be inspectable
Maturity, safety, and readiness language should point to code, tests, benchmarks, review records, or an explicit limitation.
THE PERSON BEHIND THE ATLAS
Engineering capability without surrendering human authority.
The Multi-Agent AI Atlas was created by Mahsa Keikha, PhD, as a public engineering reference for people designing AI systems that must coordinate, use evidence, interact with tools, and remain accountable to human decision owners.
Why this work exists.
Agentic AI is often presented through polished outputs. The difficult engineering work happens earlier: defining responsibilities, controlling tools, tracing evidence, managing state, handling disagreement, testing failure, and deciding which actions remain protected.
The Atlas brings those questions into one connected body of work. Its 170 systems show how the same engineering disciplines change across healthcare, robotics, software, research, finance, manufacturing, education, public systems, and other domains.
The work is grounded in a simple position: increasing machine capability should increase the quality of human oversight, not make responsibility harder to locate.
Professional boundary
The public Atlas explains architecture and evidence standards. Organization-specific assessment methods, implementation decisions, training delivery, and commercial tools remain private professional work.
The public Atlas explains architecture and evidence standards. Organization-specific assessment methods, implementation decisions, training delivery, and commercial tools remain private professional work.
ENGINEERING COMMITMENTS
What remains consistent across the collection.
Authority should be designed
Protected actions, approval requirements, escalation, and prohibited authority belong in the architecture from the beginning.
Failure should be visible
A useful system exposes uncertainty, missing evidence, disagreement, tool failure, and the conditions that stop execution.
Public work should invite scrutiny
Corrections, reproducible challenges, security reports, and domain review improve the reference and its usefulness.
WORK WITH THE ATLAS
Different audiences can enter at different depths.
Engineering teams
Architecture review, readiness assessment, evaluation design, governance, and governed prototype direction.
Explore partnershipOrganizations and leaders
Executive briefings and decision support for responsible investment, adoption, risk, and ownership.
Explore trainingResearchers and educators
Architecture comparison, teaching materials, reproducible critique, citation, and research collaboration.
Inspect evidence