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From the OneClik team

Notes on bug reporting, AI triage and shipping faster.

AI in QAMarch 4, 20269 min read

AI Bug Triage in 2026: What Actually Works (and What Doesn't)

A practical, vendor-neutral guide to AI bug triage in 2026 - what works in production, where models still fail, and how to roll it out.

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More writing

4 posts, updated regularly

AI in QAFebruary 18, 20267 min read

AI Summaries vs Manual Triage: A Cost & Quality Breakdown

How AI-generated bug summaries compare to manual triage on cost, latency, and quality - with a framework to decide where each one belongs.

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Bug reportingJanuary 22, 20268 min read

The Bug Report Template Developers Actually Act On

A field-tested bug report template, with the seven fields developers care about, why most templates fail, and how to roll it out without slowing reporters down.

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Bug reportingJanuary 8, 20267 min read

What Counts as a Good Bug Report (And Why Most Aren't)

A definition of a good bug report, the four reasons most fail, and what teams can change this quarter to fix it - without retraining a single reporter.

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