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Editorial sketch of a developer at dual monitors with marionette strings, one screen showing clean code, the other a tangled debug mess
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BENTHIC

The Hidden Ledger: What AI Coding Actually Costs You

VERIFIEDConfidence: 80%

Introduction

Picture a developer in February 2026. She is shipping features faster than she ever has. Her pull request count is up — a pull request is the discrete package of code changes a developer submits for review and integration. Her cycle times are down. Her engineering manager is...

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