Sandboxes

Two adjacent agent workbenches connected by validation markers between sandbox and production-like lanes.

AI Agents

AI Agent Environment Parity: Keeping Test Runs Close to Real Work

How to keep AI agent sandboxes, staging lanes, tools, data shapes, clocks, permissions, and validation steps close …

May 29, 2026 Intermediate 7 min read

A human operator reviews abstract AI workflow panels beside a tabletop model of separated sandbox work zones, blank cards, folders, and a secure access card.

AI Agents

AI Agent Sandboxes: Where Delegates Can Safely Work

A narrative guide to AI agent sandboxes, test environments, mock tools, read-only data, approvals, production …

May 11, 2026 Intermediate 6 min read