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Gemini 3.8 Flash raises agent capability at the same token price — but may use more tokens per task

Gemini 3.8 Flash keeps 3.7 Flash’s promotional per-token rate and Flash-tier latency, but early independent analysis suggests harder reasoning can increase tokens consumed per task. A separate 3.8 Flash Cyber model is available only through Google’s Fairwind defensive-security program.

Docker Desktop is replacing its third-party VM layer with Docker VMM

Docker VMM gives Docker direct control over Desktop’s hidden Linux-VM layer and is still targeted to become the default for new installs at GA. The August 24 Desktop 4.88 release is an important beta signal: it fixes a severe inbound-network-throughput regression and removes a 28 GiB Mac memory ceiling, reinforcing the need for workload-specific testing before standardisation.