Building Production-Safe Agentic Remediation With Docker MCP Gateway: Lessons From 43% to 100% Accuracy

Our first version was wrong 57% of the time. Not because the AI model couldn’t identify Docker container failure scenarios—it usually could. The failures occurred at the decision boundary: determining when an automated action was appropriate, when escalation was required, and when no action should be taken.