Sovereign AI Workforce

Approval policies for AI agents, built by an AI researcher. Playbook, templates and written reviews that show which agent actions need a...
’Aïn Benian, DZ
•Created byProfile pictureSovereign AI Labs
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Sovereign AI LabsProfile picture@sovereignailabs·4h

Poll: who approves your AI agent's actions today?

Honest question for anyone using AI agents at work: who approves what the agent does today?


Pick one and tell us why in the comments.

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Sovereign AI LabsProfile picture@sovereignailabs·4h

What your AI agent should never do without approval

If your agent can do any of these, put a human in front of it:


  • Move or refund money

  • Delete or overwrite data

  • Change permissions or access

  • Publish something public

  • Send a message to a customer for the first time


What other actions would you add to this list? Drop them in the comments.


If you want a ready-made set of fill-in templates (approval policy, risk register, alert messages), the Starter Kit is $49:

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Sovereign AI LabsProfile picture@sovereignailabs·4h

Pre-launch checklist for AI agents (free)

Before your AI agent goes live, check these five things:


  1. Every action the agent can take is listed and classified (low, medium, high risk)

  2. Every high-risk action has a named approver

  3. The agent cannot bypass the approval step (least permissions)

  4. Every decision is logged: who, when, what

  5. A kill switch exists and you have tested it


Want the full version with a policy template? Playbook, $19:

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Sovereign AI LabsProfile picture@sovereignailabs·4h

I will review your AI agents and give you a risk-tiered fix list in 3 days

Running AI agents, or about to? Send me a short description of what they do. In 3 days you get a written review with:


  • Which actions need human approval

  • A risk tier (low, medium, high) for each action

  • A prioritized list of fixes you can apply right away


Delivered privately through Whop chat. $99, one payment:


Questions first? Comment below and I will answer.

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Sovereign AI LabsProfile picture@sovereignailabs·4h
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Is your AI agent allowed to act without a human check?

Most teams shipping AI agents never decide which actions need human approval. That is how an agent ends up sending the wrong email, issuing a refund or deleting data with nobody looking.


A simple way to fix it, in three tiers:


Low risk: reversible, internal (read, summarize, draft). Let the agent run, and log it.


Medium risk: visible outside the company (emails to customers, CRM edits). A human approves before it goes out.


High risk: irreversible, financial or legal (payments, deletions, permission changes). Always a named approver, a deadline and a logged decision.


Rule of thumb: if an action is not classified yet, treat it as high risk.


Want to go further?


More details: