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Google introduces Gemini 3.1 Flash-Lite in preview via AI Studio and Vertex AI, promising faster responses and lower costs for high-volume apps.

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"The extent of instability is still being evaluated," officials said.

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Using AI to find security vulnerabilities holds significant promise, but the initial products fall short of businesses' and software developers' needs.