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Seu agente pode fazer deploy. Mas deveria?

SDD, Harness, Agents e Segurança em ambientes Multicloud São 16h52 de uma sexta-feira. Uma vulnerabilidade crítica acabou de ser identificada em uma aplicação em produção. O time precisa agir rápido.

  • Critical vulnerability found in production application running across multiple clouds
  • Developer seeks help for Agent to fix vulnerability, run tests, and prepare deployment

My speech-flaw detector flagged 41 false alarms a minute. One line of math fixed it.

I built Podium , a tool that compares your reading of a speech with a great delivery of the same text (JFK, Reagan) and tells you exactly where you drift and why: "14.3 syllables/s here vs 7.7 in the…

  • Podium tool flagged 41 false alarms per minute on perfect recording
  • Issue resolved with one-line fix and improved evaluation setup
  • Flaws detected with IoU 0.81 and no false alarms on clean audio

Outside Window: A Local AI Agent That Gets You Off the Screen

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass . What I Built Outside Window is a privacy-first personal agent that helps someone take one realistic outdoor…

  • Outside Window is an open-source AI project
  • Encourages users to take breaks outside screens
  • Uses Gemma model for local inference

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