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MODEL — Gemini 3.8 Flash reached general availability on September 2, the third Flash release in six weeks. Pricing holds at 3.7 Flash levels: $0.75 input and $3.75 output per MTokPRICE — That introductory rate runs through December 31. From January 1, 2027 it becomes $1.50 and $7.50 per MTok, which is worth folding into next year's estimates nowBENCH — Google reports 54.9% on HLE-Verified and, on DeepSWE v1.1, results ahead of most larger frontier models, along with gains on the Vals Finance Agent V2 and Harvey Legal Agent benchmarksEFFORT — 3.8 Flash works harder on hard problems, taking extra reasoning steps and calling tools iteratively, so token counts can rise. Where efficiency comes first, 3.7 Flash remains fully supportedCYBER — Gemini 3.8 Flash Cyber launched alongside it, tuned for vulnerability discovery and automated patching, and offered only to trusted defenders through the Fairwind ProgramAUDIO — Lyria 3.5 entered public preview on September 3. It takes text and images as input and generates full-length tracks in 44.1 kHz stereoMODEL — Gemini 3.8 Flash reached general availability on September 2, the third Flash release in six weeks. Pricing holds at 3.7 Flash levels: $0.75 input and $3.75 output per MTokPRICE — That introductory rate runs through December 31. From January 1, 2027 it becomes $1.50 and $7.50 per MTok, which is worth folding into next year's estimates nowBENCH — Google reports 54.9% on HLE-Verified and, on DeepSWE v1.1, results ahead of most larger frontier models, along with gains on the Vals Finance Agent V2 and Harvey Legal Agent benchmarksEFFORT — 3.8 Flash works harder on hard problems, taking extra reasoning steps and calling tools iteratively, so token counts can rise. Where efficiency comes first, 3.7 Flash remains fully supportedCYBER — Gemini 3.8 Flash Cyber launched alongside it, tuned for vulnerability discovery and automated patching, and offered only to trusted defenders through the Fairwind ProgramAUDIO — Lyria 3.5 entered public preview on September 3. It takes text and images as input and generates full-length tracks in 44.1 kHz stereo
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Gemini Advanced/2026-09-05Advanced

Two Kinds of Video Questions: Why I Send "Find It" and "Prove It Isn't There" Down Separate Paths

Agentic video understanding lets the model decide which parts of a video to watch. That works beautifully for finding things, and it quietly breaks when you need to prove something never appears. Here is how I split my questions, and the coverage check I now run first.