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Your company brain will leak secrets: how we stopped it for big banks — Tanmai Gopal, PromptQL

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youtube.com
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AI Engineer
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A shared company knowledge assistant needs controls over both who can read a fact and who can add it. The design described in PromptQL's talk uses one company-wide wiki with permissions on individual files. The proposes knowledge and its access scope; a person approves the change and becomes its named owner.

For collaborative work, the design keeps access credentials outside the agent's execution and injects them per user at the HTTP and database layers. Shared knowledge can therefore coexist with individual access checks, while human approval makes changes attributable.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • sandbox — An isolated environment where AI-generated code or agent actions run without being able to touch anything real.
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