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Read mini classes on this topic together, starting with the latest lessons for context.
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Tag guide
This tag gathers mini classes around one specific topic. Start with the newest post, then use categories and related reading for context.
Use exploitation, reachability, exposure, impact, and asset context to set vulnerability urgency, then assess test, validation, scope, and rollback readiness as a separate human-controlled decision.
When an AI assistant starts looking up invoices, handling payment exceptions, or preparing ERP changes, a separate identity, default-deny access, and human escalation keep every step within accountable boundaries.
When an AI workflow builder shows exposure risk, do not rotate every token at once. First contain the exposed entry points, preserve logs, then use flows, credentials, data sources, and logs to identify the real keys at risk.
A third-party AI agent skill passing a scanner is not runtime safety. Use this go/no-go check for source, permissions, sandbox, network access, and sensitive-data boundaries before installation.
Claude can be enabled in Microsoft Foundry, but that does not mean it can handle real production data. Use this go/no-go checklist to review data flow, responsibility, logs, and fallback.
Check a Mac app’s source, the prompt’s purpose, and the requested access before entering a password. Then continue, re-download officially, or pause for human review.
AI can quickly structure security alerts and draft patch proposals, but humans still need the release gate to prevent well-written recommendations from becoming unsafe production changes.
SearchLeak shows why workplace AI search needs data boundaries: external content can manipulate an AI reply into carrying internal data out of the company.
Before handing support, account recovery, or approvals to an AI agent, separate tool access from authorization with four checks: identity, permission, reason, and consequence.
After Google sued the AI scam network Outsider Enterprise, the real lesson is how to check notifications, links, payments, and help routes when a realistic text arrives.
OpenAI's Lockdown Mode is not a universal safety switch. It reduces the exits around sensitive ChatGPT work when browsing, downloads, outside content, or agents are involved.
