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With Gemini 3 Flash,Google is introducing what is known as “agentic vision,” whereby the model no longer merely views images statically, but actively examines them using Python code. This new “think-act-observe” loop enables the AI to verify visual details independently, which measurably increases accuracy in benchmarks. We analyze how this architectural change works technically and where the model reaches its limits despite code execution.