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The Best gemma4 12B Quant for a 16GB Blackwell GPU
Benchmarking gemma4 12B quants on the cheapest 16GB Blackwell card. QAT beats Q4_K_M outright, and its FP4, FP8, and MTP speedups are all macOS-only on Ollama.
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25+ years leading engineering teams at Venmo, Meta, Mysten Labs, and Etsy.
Currently co-founding Quirence AI, building an agentic commerce platform with custom OpenClaw and Hermes deployments.
Previously ran security software at Mysten Labs, led blockchain teams at Meta, and built Etsy's checkout.
Languages of choice: Python for ML, TypeScript for web, Rust when performance matters.
Data scientist at heart. Usually deep in whatever database technology is having a moment.