Local AI
2 focused explainers for readers who want the useful answer, a clear example, and a practical next step.
DiffusionGemma explained: when faster text generation changes application design
Google describes DiffusionGemma as a faster text-generation approach in its developer AI updates. Benchmark quality at the latency target your product needs and design graceful fallback for weak outputs.
Run Gemma 4 12B locally on a 16GB laptop: realistic expectations
Google says Gemma 4 12B can run locally with 16GB of memory and combines vision and native voice capabilities. Test quantization, sustained memory use, first-token latency, and your exact workload before committing.