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Quirgs has implemented Agentic Resource Discovery (ARD), making its governance-first skills, compliance gates, and audit trail discoverable by any AI agent on the open web.

Most AI skills ship on intuition and a few manual demos — here's a two-layer testing methodology that separates deterministic validation from LLM reasoning checks before production.

Autonomous remediation agents can restart services, reroute traffic, and scale resources in milliseconds. But when their fix triggers a cascade, the cure becomes the next incident.

The Agent Development Life Cycle is emerging as the operating framework enterprises need to build, govern, and run persistent AI agents — and DevOps alone can no longer keep up.