Making agent-built software trustworthy

Playwright, MCP and nine years of testing the systems I build. I owned quality for an ERP, a CRM, a B2B panel and a warehouse app, and I now bring that to AI-assisted development.

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Latest writing

Notes on testing, agents and shipping alone.

AI Tooling
October 8, 2026·5 min read

Agent = Model + Harness: why I stopped blaming the model

Almost every agent failure I hit this year was a harness problem, not a model problem. What a harness is, what LangChain gained by changing only the harness, and three failures from building this site.

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