Urgent.News

What's breaking now, across thousands of outlets.

AI

Why Your AI Is Confidently Wrong, and What You Can Do About It

TL;DR: Fluent AI output is not necessarily correct. In this project, I built a lightweight Python workflow that uses explicit scoring rubrics, structured human annotations, Pydantic validation, evaluator-agreement checks, and an adjudication queue. On the included synthetic example dataset, the pipeline compared 15 shared cases, reported 86.7% exact error-label agreement and 93.3% exact severity…

We haven't written up this one. Dev.to has the full story — the link below goes straight to it.

Read the original at dev.to →

More in AI

Siri AI Developer Preview: What iOS Developers Can Build Today (and What They Can’t)

On November 3, 2026, Apple opened a Siri AI developer preview that lets any developer connect an app's content and actions to Siri AI using App Intents ( Apple Developer News ).

  • Apple launched Siri AI developer preview on November 3, 2026.
  • Preview enables linking app content/actions with Siri AI via App Intents.
  • Preview includes personal context understanding, on-screen awareness, and natural language requests.

More from Tuesday 10 November →