Tag: AI Hardware
Hardware & GPUs
Custom AI Chips Are Changing the Inference Race
Custom AI chips are moving from an experiment to a product strategy because inference has become the daily bill for modern AI.…
Emin Budak
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Hardware & GPUs
AI Agent Hardware: Why Efficiency Is the New Benchmark
AI agent hardware is becoming an efficiency problem, not only a scale problem. A useful agent can read a long context, reason…
Emin Budak
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Hardware & GPUs
Quantized AI Models: Matching Long Context to Hardware
Quantized AI models are the practical way to match a long-context model to the hardware budget that actually exists. Qwen3-Next-80B-A3B-Instruct is a…
Emin Budak
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Hardware & GPUs
NVIDIA Vera CPU: Why Agents Need More Than GPUs
NVIDIA Vera CPU is a signal that agentic AI is changing the shape of an AI server. GPU throughput is still essential,…
Emin Budak
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Hardware & GPUs
AI GPU Benchmarks: What Actually Matters
AI GPU benchmarks only help when they resemble the job a team plans to run. A chart that puts one accelerator ahead…
Emin Budak
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