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Confidence Is a Feature: Propagating Uncertainty Through an Agent Stack

 Towards AI

Getting calibrated signals out of tools, through the model, and into the UI — without the fake “95% confident” number. Continue reading on Towards AI

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8 Mistakes That Make Your Python CLI Feel Amateur, With Fixes

 Python in Plain English

Every fix is standard library only, and a 95 line test file proves each one works. Continue reading on Python in Plain English

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Beyond the Model: How AI Standards, Training, Talent, and Voice Become Product

 Towards AI

Disclosure: AI tools assisted with research, outlining, and editing. I checked the primary sources and made the final judgments in this… Continue reading on Towards AI

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