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Applied AI·July 9, 2026·1 min read

I Think I Have LLM Burnout

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LLM burnout is a signal that the marginal value of yet another assistant is dropping for power users. If your product leans on “more prompts, more features,” expect engagement decay unless you’re tying models to real workflows and outcomes.

Applied AI

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

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.