By Greg Nowak , 25 July, 2026 One Timeout, Two Orders: How to Make AI Actions Safe to Retry A timeout does not prove an AI action failed. Learn how stable keys, durable ledgers, queues and stored results prevent duplicate orders and messages. Tags ai-agents api-integrations idempotency webhooks workflow-reliability
By Greg Nowak , 6 July, 2026 Before OpenAI Agents Touch Your CRM, Map the Boring Boundaries Before giving OpenAI agents CRM or helpdesk access, define ownership, least-privilege permissions, approval gates, injection tests, logging, and rollback. Tags ai-agents OpenAI crm helpdesk workflow-automation