Ai Operations Articles

Explore Pro Logica articles about ai operations, including practical guidance, business risks, and implementation decisions.

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People-free desk still-life with an access badge showing three chips: READ on, PROPOSE on, and WRITE locked for a live AI agent least-privilege scope.

AI Operations9/12/2026 Alfred

How Should You Scope Least Privilege for a Live AI Agent?

Metaphor split vaults for staging vs production AI agent credentials: amber staging vault and blue production vault separated by a sealed barrier with cross-env bleed blocked.

AI Operations9/11/2026 Alfred

How Should You Separate Staging Credentials from Production for a Live AI Agent?

Metaphor dual-key cutover for a live AI agent: inventory secrets, dual-run the new credential, prove review trays, then revoke the old key.

AI Operations9/10/2026 Alfred

How Should You Rotate Secrets for a Live AI Agent?

Operations owner offboarding panel for a live AI agent showing INTERIM OWNER, FREEZE WRITE-BACKS, ACCESS REVOKE, and HANDOFF DRILLS.

AI Operations9/9/2026 Alfred

What Happens When the Owner of a Live AI Agent Leaves?

Operations memory retention policy for a live AI agent showing RETAIN, EPHEMERAL, and NEVER STORE classes with PII and raw chat blocked.

AI Operations9/8/2026 Alfred

What Training Data Should a Live AI Agent Be Allowed to Remember?

Operations playbook version registry for a live AI agent showing LIVE, PINNED, ARCHIVED, and DRAFT versions with cutover times and named approvers.

AI Operations9/7/2026 Alfred

How Should You Version the Playbook for a Live AI Agent?

Operations audit trail for a live AI agent showing immutable events: trigger, inputs, proposal, human approve, action, and policy version.

AI Operations9/6/2026 Alfred

What Audit Trail Should a Live AI Agent Leave?

Operations escalation pack for a live AI agent with HIGH severity, evidence rows, and Escalate now versus Hold or Park controls.

AI Operations9/5/2026 Alfred

How Should You Escalate Work From a Live AI Agent?

Operations review tray for a live AI agent with Approve, Edit, and Hold actions, a VIP draft flagged, and a sample checklist on the side.

AI Operations9/4/2026 Alfred

How Should You Review Work From a Live AI Agent?