xenospectrum

Python 3.15 Makes UTF-8 the Default, Easing Windows Text Issues — but Legacy Code Needs a Check

Python 3.15's UTF-8 default reduces environment-dependent behavior when no encoding is specified. We look at what it means ...

Thinking about 'The Ability to Read Specifications' Useful in Practice: Part 4 - You Cannot Understand Specifications with Only the Happy Path

When reading specifications, I think most people first check the behavior when processing proceeds normally.What kind of ...

Is That AI Skill Really Working?

After adding a skill, the AI's responses became more polite. But has the amount of manual correction decreased? Has it become ...
learn

Using function tools with human in the loop approvals

This tutorial step shows you how to use function tools that require human approval with an agent, where the agent is built on the Azure OpenAI Chat Completion service. When agents require any user ...
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update_flow

Use the @dp.update_flow decorator to create an update flow. Update flows write to sinks using update output mode, emitting only the rows that changed in each batch. Unlike append flows, they support ...