When the AI API Says “Try Again,” What Does Your Customer See?
When an OpenAI request stalls, customers need an accurate status. Set sensible retry limits, preserve submissions, and make unresolved work visible.
AI integrations
MCP 2026-07-28: Treat It as an Auth Migration, Not a Version Bump
MCP 2026-07-28 removes protocol sessions and hardens OAuth. Use this practical plan to migrate clients, servers and access controls safely.
MCP Just Went Stateless: Audit the Integrations Behind Your AI Tools
The 28 July 2026 MCP release removes protocol sessions and changes discovery, tasks, caching, OAuth and tracing. A practical guide to auditing the move.
When AI writes JSON, one bad field can break the workflow
Valid JSON can still change the wrong record. Learn how to validate AI output, set permissions, handle retries, and prepare CRM or CMS automation for launch.
WordPress 7.0 AI: Connector Governance Decides Whether It Works
WordPress 7.0 simplifies AI integration, but production success depends on provider policy, credentials, permissions, fallback, and failure design.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010).
