Claude Code production agent loop: task intent, boundaries, tool execution, evaluation, observability, human review, and deployment

Claude Code Is Not the Product: The Production Loop Is

A Claude Code demo is easy to love. You describe a feature, the agent edits files, runs commands, fixes its own mistakes, and suddenly the repository has moved. The first time you see it work, it feels like software engineering has skipped a generation. But the demo is not the hard part. The hard part is making that same capability safe enough, repeatable enough, and observable enough that you would trust it inside a real engineering workflow. That is where the actual product begins. ...

April 25, 2026 · 5 min · 904 words · Thomas De Vos
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Flawed

Why Our Use of AI Is Flawed

Introduction Why isn’t AI revolutionizing business as expected? Despite the widespread use of tools like ChatGPT and customer service bots, the actual productivity gains seem minimal. Could it be that we’re not using AI the right way? AI’s true potential lies beyond basic tasks like writing emails or answering simple queries. To truly harness it, we need to reframe our approach, shifting from AI as a mere tool to AI as a co-worker that can transform operations. ...

March 13, 2025 · 4 min · 651 words · Thomas De Vos
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