Sougata Roy
The frameworks on this site came from deploying AI agents inside regulated federal environments where the accountability questions were not optional. An examiner walks in and asks who authorized your AI agent to act. Most regulated organizations cannot produce the record. This site is for the document that takes forty minutes to write and prevents four months of repair.
The clearest example I remember was a governance review where the organization had every monitoring tool available. Every alert. Every log. Every dashboard.
What they did not have was a single document saying who had authorized the agent to access that data in the first place. That document would have taken forty minutes to write. The remediation took four months.
That is what this site is for. Not frameworks for their own sake. It is for the document that takes forty minutes to write and prevents four months of repair.
40
Minutes to write
4
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Active
AI agents deployed in production, federal regulated environments
Featured essay
The Day The Compliance Report Stopped Telling The Truth
An internal auditor asks who approved the ten thousand dollar auto-approval threshold inside an accounts payable agent, and no one in the room has the record. Microsoft's Agent Governance Toolkit, released April 2, 2026, can prove the rule was enforced. It cannot prove the rule was ever reviewed under the accountability model the AI agent was supposed to operate under.
Operational frameworks
Frameworks for the evidence examiners ask for.
Governance frameworks built from AI deployment inside regulated federal environments. Each framework addresses a gap that became visible during real deployment.
Explore the frameworks01
Accountability
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Authorization
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Evidence
MICROSOFT AI INTELLIGENCE
What moved this week. Dated, sourced, primary material only.
The governance question arrives on a Tuesday.So does the field note.
Primary sources only. No product agenda. Written by a practitioner deploying AI in regulated environments, for the technology leaders responsible for governing them.
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