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When Multi-Agent Systems Go Out of Control: What Agent Governance Do We Need in 2026?

When Multi-Agent Systems Go Out of Control: What Agent Governance Do We Need in 2026?

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8 min read

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The quota is exhausted. Why is the agent still retrying?

The quota is exhausted. Why is the agent still retrying?

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4 min read
No reply. Will retrying launch a second AI agent?

No reply. Will retrying launch a second AI agent?

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4 min read
More backups. Less history. How does that happen?

More backups. Less history. How does that happen?

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4 min read
MIIT Document No. 209 Explained: Agent Software and the Transformation of the Software Industry

MIIT Document No. 209 Explained: Agent Software and the Transformation of the Software Industry

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23 min read
Resume the conversation. Keep the old credentials too?

Resume the conversation. Keep the old credentials too?

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4 min read
Back in the same workspace, but which visit owns the result?

Back in the same workspace, but which visit owns the result?

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5 min read
The check failed. Why did the AI remember the answer?

The check failed. Why did the AI remember the answer?

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4 min read
Why did pausing work turn into a task failure?

Why did pausing work turn into a task failure?

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4 min read
Why did an AI tool error leave an extra database row?

Why did an AI tool error leave an extra database row?

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4 min read
Why did the tool run when the setting said “always”?

Why did the tool run when the setting said “always”?

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4 min read
Why Can an Empty History Still Reference an Old Conversation?

Why Can an Empty History Still Reference an Old Conversation?

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6 min read
How Did an Opening Remark Become the Deliverable?

How Did an Opening Remark Become the Deliverable?

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5 min read
Six AI Teams, One Inspection Task: Delivery, Failure, and the Evidence Between

Six AI Teams, One Inspection Task: Delivery, Failure, and the Evidence Between

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42 min read
When Cleanup Resets the Retry Budget

When Cleanup Resets the Retry Budget

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4 min read
Test the Scope of Your Concurrency Limit

Test the Scope of Your Concurrency Limit

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4 min read
Zero Credential Files Is Not a Secret-Access Test

Zero Credential Files Is Not a Secret-Access Test

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4 min read
The Tool Result Was Blocked. Why Had the Operation Already Run?

The Tool Result Was Blocked. Why Had the Operation Already Run?

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3 min read
Only the Note Changed. Why Did the Evaluation Pass Rate Flip?

Only the Note Changed. Why Did the Evaluation Pass Rate Flip?

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4 min read
The Check Passed. What Still Has to Hold When the Agent Acts?

The Check Passed. What Still Has to Hold When the Agent Acts?

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6 min read
The Request Said “Do Not Overwrite.” Why Was the File Replaced?

The Request Said “Do Not Overwrite.” Why Was the File Replaced?

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5 min read
The Receipt Was Corrupted. Why Didn't the Task Start Again?

The Receipt Was Corrupted. Why Didn't the Task Start Again?

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8 min read
Same Agent, Different Person: Whose Permissions Should the Next Action Use?

Same Agent, Different Person: Whose Permissions Should the Next Action Use?

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7 min read
MIIT's AI SME Entrepreneurship Support Plan Explained: An AI Startup Ecosystem Is Taking Shape

MIIT's AI SME Entrepreneurship Support Plan Explained: An AI Startup Ecosystem Is Taking Shape

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14 min read
The File Was Written Successfully. Why Check the Artifact Again? From Remote Sandboxes to Local Workspaces

The File Was Written Successfully. Why Check the Artifact Again? From Remote Sandboxes to Local Workspaces

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7 min read
You Clicked Cancel. Which Step Did It Actually Cancel? An Agent Execution-Boundary Experiment

You Clicked Cancel. Which Step Did It Actually Cancel? An Agent Execution-Boundary Experiment

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7 min read
Both Instructions Were Saved. Why Did Recovery Reverse Their Meaning?

Both Instructions Were Saved. Why Did Recovery Reverse Their Meaning?

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8 min read
It Only Sent a GET. Why Did It Write? Effect Boundaries in Agent Tool Gates

It Only Sent a GET. Why Did It Write? Effect Boundaries in Agent Tool Gates

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8 min read
MIIT Document No. 414 Explained: From Model Supply to Application Delivery

MIIT Document No. 414 Explained: From Model Supply to Application Delivery

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21 min read
You Approved One Command. Why Did Another Pass? An Experiment in Agent Authorization Identity

You Approved One Command. Why Did Another Pass? An Experiment in Agent Authorization Identity

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9 min read
The Test Results Are Empty. Why Does the System Still Say “Verified”?

The Test Results Are Empty. Why Does the System Still Say “Verified”?

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7 min read
The Process Is Alive. Is It Still the Original Executor?

The Process Is Alive. Is It Still the Original Executor?

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6 min read
Is Cursor Becoming the iOS for Agents?

Is Cursor Becoming the iOS for Agents?

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18 min read
Global Real Digital Workers & SaaW Commercial Landscape 2026-3

Global Real Digital Workers & SaaW Commercial Landscape 2026-3

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20 min read
Global Real Digital Workers & SaaW Commercial Landscape 2026-2

Global Real Digital Workers & SaaW Commercial Landscape 2026-2

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14 min read
Global Real Digital Workers & SaaW Commercial Landscape 2026-1

Global Real Digital Workers & SaaW Commercial Landscape 2026-1

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35 min read
More Logs Do Not Authorize an Agent Takeover

More Logs Do Not Authorize an Agent Takeover

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8 min read
Recoverable Does Not Mean Safe to Retry: An Agent Takeover Experiment

Recoverable Does Not Mean Safe to Retry: An Agent Takeover Experiment

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7 min read
Stop Returning Internal Event Objects: Safe Projections for Agent Runtime Consumers

Stop Returning Internal Event Objects: Safe Projections for Agent Runtime Consumers

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10 min read
A Session ID in a Log Is Not Proof: Verifying Agent Skill Invocation Identity

A Session ID in a Log Is Not Proof: Verifying Agent Skill Invocation Identity

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9 min read
The Task Was Created, but the Response Was Lost: Making Agent Retries Idempotent

The Task Was Created, but the Response Was Lost: Making Agent Retries Idempotent

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9 min read
What Does a Green Agent Status Actually Mean?

What Does a Green Agent Status Actually Mean?

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8 min read
From Evidence Ownership to Dynamic Diagnosis in a Multi-Agent Runtime

From Evidence Ownership to Dynamic Diagnosis in a Multi-Agent Runtime

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9 min read
You Cancelled the Agent. Did Its Child Processes Actually Stop?

You Cancelled the Agent. Did Its Child Processes Actually Stop?

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8 min read
Seeing a Problem Is Not Authority to Decide: Agent Audit and Adjudication Boundaries Through the Lens of Anywhere Agents

Seeing a Problem Is Not Authority to Decide: Agent Audit and Adjudication Boundaries Through the Lens of Anywhere Agents

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10 min read
A Green Check Describes the Present: What CrewAI's Failure-Telemetry Fix Reveals About Agent Delivery Boundaries

A Green Check Describes the Present: What CrewAI's Failure-Telemetry Fix Reveals About Agent Delivery Boundaries

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7 min read
A Healthy Service Does Not Mean the Task May Continue: An OpenHands Liveness Failure and Agent Recovery Boundaries

A Healthy Service Does Not Mean the Task May Continue: An OpenHands Liveness Failure and Agent Recovery Boundaries

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8 min read
Why Recheck Every Execution If the Agent Already Has Tool Access? From GitHub MCP to a Task Evidence Chain

Why Recheck Every Execution If the Agent Already Has Tool Access? From GitHub MCP to a Task Evidence Chain

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13 min read
Agent Team Governance (3/3): Automation Without an Unauthorized Manager

Agent Team Governance (3/3): Automation Without an Unauthorized Manager

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14 min read
Agent Team Governance (2/3): Claim, Execute, Review, and Complete a Task

Agent Team Governance (2/3): Claim, Execute, Review, and Complete a Task

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14 min read
Agent Team Governance (1/3): Governance, File State, and the Engineering Rail

Agent Team Governance (1/3): Governance, File State, and the Engineering Rail

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14 min read
Three Agents Returned Three Reports. Which Task Did They Actually Prove?

Three Agents Returned Three Reports. Which Task Did They Actually Prove?

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4 min read
Why Is the Agent Still Editing the Old Project?

Why Is the Agent Still Editing the Old Project?

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4 min read
An AI Agent’s Skill Is Not Its Permission

An AI Agent’s Skill Is Not Its Permission

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4 min read
Don’t Trust an All-Green Demo: How Fault Injection Exposes an Unreliable AI Agent Dispatcher

Don’t Trust an All-Green Demo: How Fault Injection Exposes an Unreliable AI Agent Dispatcher

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9 min read
How Do You Stay in Control of an AI Team After Leaving Your Computer? A Two-Plane Design for Local Execution and Mobile Control

How Do You Stay in Control of an AI Team After Leaving Your Computer? A Two-Plane Design for Local Execution and Mobile Control

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10 min read
Why Multi-Agent Governance Can Start with Files

Why Multi-Agent Governance Can Start with Files

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7 min read
Completion Claim Accepted State: A Verification Contract for Agents

Completion Claim Accepted State: A Verification Contract for Agents

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2 min read
Trace Is Not Governance: From Work Facts to SaaW

Trace Is Not Governance: From Work Facts to SaaW

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7 min read
Durable Agent Runtime Is Becoming the Baseline

Durable Agent Runtime Is Becoming the Baseline

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5 min read
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