Testing

2026-05-05

Engineering Agentic Certainty: A QA Blueprint for Production-Ready AI Agents

By HWMAN Team · 17 min read

A practical field guide to testing non-deterministic agentic AI with deterministic QA discipline across orchestration, MCP, tool discovery, reasoning loops, memory, human approvals, security, observability, and CI/CD.