Google I/O 2026 pushed AI from chatbots into autonomous agents. Here’s why Gemini 3.5 Flash, Gemini Spark, AI Studio, and Android CLI might reshape how we build software.

A reflective look at how LLMs are becoming both security allies and attack tools, plus a practical view on using AI in CI without getting fooled by false positives or unsafe automation.