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Field notes.

Practical lessons on QA, test automation, and document AI - written while building Erichsol and eScanX, not after the fact.

2 min read

Why embedded QA beats testing at the end

Cramming testing into the last few days of a release is how bugs escape and deadlines slip. Here is why embedding QA in the team from day one catches more, earlier - and costs less.

testingprocess
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2 min read

When to automate a workflow (and when not to)

Automation pays off on the right work and quietly backfires on the wrong work. A practical guide to telling the difference before you build anything.

workflowprocess
2 min read

Intelligent Document Processing, explained

What IDP is, how it differs from plain OCR, and why classification and confidence scoring matter when you turn documents into structured data.

automationeScanX

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