AI testing

Articles related to AI testing.

2026-11-23

Architecting Desktop Automation in 2026: From Computer Use Hype to Production-Ready Hybrid Systems

By HWMAN Engineering · 17 min read

A practical architecture for reliable Windows desktop automation that combines UI Automation, visual grounding, local execution, AI orchestration, self-healing, and MCP-based tool integration.

desktop automationcomputer use agentsWindows UI AutomationAI testingMCP

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2026-03-04

Beyond Retrieval: The CAG Paradigm in AI Regression Testing

By HWMAN Engineering · 14 min read

A practical architecture for preserving structural context in AI regression testing by caching stable system knowledge, retrieving only dynamic change, and evaluating behavior instead of exact strings.

CAGRAGAI testingregression testing

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