rotative
the decoder · July 21, 2026

Google ships 3 new Flash models while flagship 3.5 Pro stays lost in training

google released gemini 3.6 flash, 3.5 flash-lite, and a specialized cyber model, but its frontier 3.5 pro remains delayed. this leaves google competing on efficiency rather than capability as rivals like openai advance.

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google expanded its gemini lineup with 3.6 flash, 3.5 flash-lite, and a restricted 3.5 flash cyber model, prioritizing efficiency and specialized use cases. 3.6 flash offers a 1m token context window and reduces costs by up to 65% on specific benchmarks like deepswe, while flash-lite targets low-latency workloads at $2.50 per million output tokens. despite these efficiency gains and the start of gemini 4 training, the delayed 3.5 pro model signals google's struggle to match the capability releases of openai and anthropic. the company is consequently leaning into cost and speed to maintain developer interest.

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