Emin Budak

Emin Budak

Founder of Wiro AI, which puts hundreds of AI models behind one production API. Edits Verihex, where the focus is the layer underneath: accelerators, inference costs and data-centre capacity.

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AI Visual Systems in 2026: What Changed
Model Releases

AI Visual Systems in 2026: What Changed

AI visual systems are moving from one-off prompt experiments to controlled production inputs. A useful visual system can reserve room for copy,…

Emin Budak Emin Budak ·
Liquid Cooling for AI Data Centers: A Practical Visual Guide
Data Centers

Liquid Cooling for AI Data Centers: A Practical Visual Guide

Liquid cooling for AI data centers has moved from a facilities upgrade to a constraint on GPU cluster design. A modern NVIDIA…

Emin Budak Emin Budak ·
GPU Utilization: The Metric That Hides Inference Waste
GPUs & Hardware

GPU Utilization: The Metric That Hides Inference Waste

GPU utilization is often reported as one reassuring percentage. It answers whether a device was active, not whether the service delivered useful…

Emin Budak Emin Budak ·
FastH3: Text-to-Audio Video on H200
Model Releases

FastH3: Text-to-Audio Video on H200

FastH3 puts text-to-audio video on an H200-backed path that matters to teams measuring iteration speed, not just visual quality. FastVideo’s Preview v1…

Emin Budak Emin Budak ·