AI Agent Containment: Test the Boundary Before You Trust the Workflow
What MXC and GitHub’s October sandbox updates mean for small teams. Define file and network permissions, then test five boundaries before trusting an AI workflow.

Opslumo journal / 6 articles
Give AI useful work. Keep people in control.
What MXC and GitHub’s October sandbox updates mean for small teams. Define file and network permissions, then test five boundaries before trusting an AI workflow.

Prioritize phishing-resistant MFA for email, domains, and admin accounts, then test recovery. A practical small-team guide grounded in NIST and FIDO sources.

Reduce prompt-injection risk in AI workflows with scoped tools, action-specific approvals, six acceptance tests, and a recovery plan for small business teams.

Use a practical shadow AI inventory and approval workflow to give employees a safer path without relying on a policy memo alone.
Track owner, purpose, access, approvals, evidence, cost and stop conditions before a small-business AI agent reaches production.
A practical least-privilege onboarding model for AI agents, grounded in 2026 incident disclosures from OpenAI and Anthropic and identity guidance from NIST.

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