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Pruna AI

Talkat dotAI 2025 · on Thursday, 2025-11-06· [large-language-models, machine-learning]
slides:none on file

Pruna AI applies the open source pruna tooling to compress models by combining quantization, caching, compilation and factorization, turning a Flux Context image-edit model from 14 s on an H100 to 1.8 s (≈8× speedup) and cutting a 100k‑calls/day customer from ~280 kWh to ~35 kWh. At an inference‑provider scale optimizations yield 2–8× speedups (≈5× average), saving about $140k energy costs and roughly 90 years of GPU compute time per year.

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