A framework for running AI safely
Governance decides what AI should do. MASO verifies what your agents actually do.
Multi-Agent Security Operations is the heart of AIRS: risk-proportionate runtime controls for systems where many AI agents collaborate, built on the same three layers proven on single systems.
New to runtime security? Start here · Running one model, not a fleet? See ASO
The shift
One chatbot is one risk. A fleet is a system of risks.
Put fragile agents in a line and the failures don't add up, they multiply.
Injection propagates
A poisoned document one agent reads becomes an instruction the next agent obeys.
Errors compound
One agent's hallucination becomes another's "fact", repeated with confidence instead of caught.
Privilege goes transitive
If A delegates to B, and B can touch a tool, then A effectively can too. Authority leaks through hand-offs.
One pattern, two scales
Guardrails prevent. Judge detects. Humans decide. Breakers contain.
ASO · Single-agent
One model, one boundary.
The three layers and the circuit breaker wrap a single system's input and output. This is the foundation, learn it here, prove it here.
The ASO foundation →MASO · Multi-agent
Many agents, every hand-off secured.
The same layers, extended to the space between models: per-agent identity and permissions, epistemic integrity, message-bus security, kill-switch architecture. 11 control domains, 3 tiers, full OWASP dual coverage.
Enter MASO →Inside MASO
Four doors, depending on what you came to do.
MASO is a system, not a checklist. Pick what your deployment needs; consciously deselect the rest.
Understand
The reference, the interactive demo, the anatomy of an agent, the whole framework on one map.
Start with the demo →Implement
Objective Intent, 11 control domains, three tiers, and integration guides for LangGraph, AutoGen, CrewAI, Bedrock.
Start at Tier 1 →Operate
PACE resilience, the red-team playbook, and live threat intelligence, how MASO runs, degrades, and fails safe.
How MASO fails safe →Evidence
Worked examples, 100-agent and 10k e-commerce stress tests, OWASP mappings, the honest trade-offs.
See the stress tests →For your role
Three ways in.
Go deeper
The thinking behind it.
The Golden Thread
A guided two-hour path from why runtime security? to how do controls improve?
Insights
Why guardrails leak, why containment beats evaluation: the failures that force each MASO control into being.
News
A biweekly roundup of incidents, research, and developments, each mapped to the controls it puts to the test.
The lifecycle
Before deployment
Which model, which platform, how it ships. AI Secured by Design ↗