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Applied AI·July 21, 2026·1 min read

Google launches Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber, and says it has started its "most ambitious pre-training run yet" for Gemini 4

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Google is pushing a barbell strategy—cheap, fast Flash variants for mass deployment now, while quietly spinning up a huge Gemini 4 pre-train for the next capability jump. If you’re building on Gemini, optimize around Flash economics this year but keep your high-stakes roadmap modular enough to swap in Gemini 4 without a full rewrite.

Applied AI

Patients, families, doctors, and nurses are increasingly turning to AI tools, such as Face2Gene, to help identify rare and hard-to-diagnose diseases

Diagnostic authority is getting redistributed from institutions to a patient–clinician–model triad—tools like Face2Gene move ‘zebra hunting’ from specialist art toward pattern-matching infrastructure. Health systems and payers need to decide quickly whether to standardize, reimburse, and govern these tools or let ad hoc, patient-driven adoption set the default.