What we actually shipped — and what we did not.
Working notes on AI audits, automation, and technical leadership. No hype, no superlatives.
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Your AI agent works flawlessly in the demo. Six weeks after deployment it's producing inconsistent outputs, burning through your token budget, and nobody can tell you why. Here's what production reliability for AI automations actually requires.
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Henri Parkkonen·26 Jul 2026·5 min readThe Faster AI Writes Your Code, the More You Need End-to-End Tests
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Matti Ilvonen·23 Jul 2026·5 min readOne letter a month. Nothing more.
What we actually shipped. What we did not. No marketing.