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Yapay zeka, altyapı ve web üzerine teknik yazılar

Yerel yapay zeka ve GPU donanımı, performans, SEO ve güvenlik. Pazarlama gürültüsü yok - gerçek rakamlar ve çalışan çözümler.

A row of closed server cabinets down a data centre aisle
Rehberler·

Renting Out a GPU Server on Vast.ai: The Real Math

Renting out a GPU server: nine weeks of median rates across providers, the three costs that eat the margin, and why nobody promises you utilization.

Okuyun
GPU server sized for LLM inference workloads
Rehberler·

Sizing a GPU Server for LLM Inference: the VRAM Maths

How much VRAM a 7B to 70B+ model really needs, why the KV cache is the part everyone forgets, and why memory bandwidth beats TFLOPS for inference.

Okuyun
GPU server in a rack cabinet - owned hardware versus rented cloud capacity
Rehberler·

Renting vs Buying GPU Compute: the Real TCO in 2026

Weekly median rental rates across GPU providers, the electricity arithmetic nobody publishes, and where the break-even actually sits. Plus why the spread within one GPU model beats the gap between models.

Okuyun
Rear of the racked 4U-E10G-GENOAX2 showing its redundant power supply modules
Case Study·

Vast.ai Verification: Data From an 8× RTX PRO 6000

What Vast.ai checks before it lists a GPU server, the numbers a verified 8× RTX PRO 6000 machine reports, and how to compute income with a formula.

Okuyun
AURA GPU server mounted in a rack in a professional data center
Rehberler·

Buying a GPU Server in Bulgaria: Price, Lead Time, Warranty

What sets the price of a custom GPU server from Bulgaria, the real timeline from order to a running machine, the warranty and support after delivery.

Okuyun
GPU server on a pallet, wrapped for delivery within the EU
Rehberler·

Buying a GPU Server in the EU: Specs, Lead Time, Warranty

A buyer's guide to GPU servers in the EU: why an EU build beats a US import, what to specify, realistic lead times and what to ask of the warranty.

Okuyun
Three 4U GPU servers with eight RTX cards each during assembly
Rehberler·

RTX 5090 vs RTX PRO 6000 Blackwell for AI Workloads

Same Blackwell silicon, two different missions. 32GB vs 96GB, ECC, server cooling and price - when the RTX 5090 is enough and when you need the PRO 6000. First-party notes from building both.

Okuyun
GeForce RTX graphics cards mounted in a 4U server chassis
Rehberler·

Why the RTX 3090 Is the Smartest Choice for Local AI

Why two RTX 3090s (48GB) beat a single 4090 for local AI: VRAM math, quantization, KV cache, and CUDA vs ROCm - with verified 2026 numbers.

Okuyun

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