Quellix Insights / Category

AI Agents & Orchestration

Field notes on AI agent behavior, approval gates, tool use, multi-agent orchestration, human handoffs, and controlled execution.

ai agent development
Layered workflow checkpoints connected by thin blue execution paths.

2026-06-02

Durable Execution for AI Agents: When a Tool Times Out

When an AI agent times out after issuing a credit, safe recovery depends on approval checks and a receipt from the billing system.