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Owned by Curt

The AI Trust Layer

2 members • Free

Identity and security for AI systems. For engineers shipping AI features in companies with auditors, review boards, and real consequences.

Pivotal AI

1 member • Free

A community to learn and teach all things AI. From prompts and agents to real automation systems. Build skills, share wins, and grow faster together.

Skoolers

160.6k members • Free

1 contribution to The AI Trust Layer
Start here: AI agent identity and access control
Welcome. Short version of why this exists. Almost every AI feature running in production today is authenticating with one shared key that has far more rights than it needs, and almost everyone shipping those features knows it. Not because anyone is careless, but because identity never had a model for a caller that borrows a person's authority and then decides for itself what to do next. Nobody has published a good answer to that yet. So this room is for working it out with people who have to defend it in front of an auditor rather than argue about it online. What gets posted here is practical. Architecture teardowns, delegation and scoping patterns, tenant isolation failures and how they actually happen, model deployment tradeoffs, and lab builds you can stand up for nothing. Two rules. Nothing goes up from a production environment you do not own, and sanitize whatever you do post. Answer questions the way you would want yours answered. To introduce yourself, skip the job title. Post the thing you are building and the part of it you could not currently defend in a security review. That is more useful to you and to everyone reading.
1 like • 2d
I will go first. I run a multi tenant AI workspace. Every user has their own agent with its own tool list, and those tools reach real things, files, email, a browser, a database. Tenant isolation is enforced server side on every read and write, so it does not depend on the interface behaving. What I could not defend is one layer under that. When the agent calls a tool, the tool runs with the rights of the application, not the rights of the person who asked. The isolation is only as good as the code path sitting in front of it. There is no token in the middle saying this call is on behalf of this user and may touch only these things, because nothing in the stack issues one at that granularity. I know the shape of the fix. Short lived, per request, scoped to the caller. I have not built it yet, and working that out is most of why this room exists. Your turn. What are you building, and which part of it would not survive that question?
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Curt Hulbert
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@curt-hulbert-3778
I deploy AI that kills busywork and turns data into revenue. I run an AI automation community on Skool. Open to senior AI roles and new partnerships.

Active 1d ago
Joined Sep 8, 2026
Centennial