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Gemini 3.1 Pro Tops Benchmarks but Developers Can't Rely on It

Gemini 3.1 Pro Tops Benchmarks but Developers Can't Rely on It

Gemini 3.1 Pro leads ARC-AGI-2, LiveCodeBench, and 11 other benchmarks with 750 million users and 21.5% market share - but developers report stalled responses, leaked thinking tokens, and API outages that make it unusable for production coding and agent workflows.

Google TPU v6e Trillium

Google TPU v6e Trillium

Google Cloud TPU v6e Trillium specs, benchmarks, and pricing. 32GB HBM per chip, ~1,600 GB/s bandwidth, optimized for Transformer training and inference at cloud scale.

Google TPU v7 Ironwood

Google TPU v7 Ironwood

Google TPU v7 Ironwood specs, architecture, and performance estimates. Google's next-gen inference-optimized TPU with massive memory per chip, announced at Cloud Next 2025.