# Hardware

Posts Tagged: Hardware

3 posts found

Dec 15, 2024 • 4 min read • Infrastructure & Hardware

ECC RAM: When It Matters and When It's a Waste of Money

Error-Correcting Code (ECC) RAM is often touted as essential for production servers, but the reality is more nuanced. After managing hundreds of servers, I've learned when ECC RAM actually matters and when you're just burning money on unnecessary hardware.

Hardware ameylokare amey lokare lokare amey Data Integrity ECC RAM Memory Server Infrastructure Error Correction Hardware Optimization

Dec 13, 2024 • 7 min read • AI & Machine Learning

Why 24GB VRAM Is the New Minimum for Serious AI Work

Modern AI models are breaking on 12GB cards. After running local LLMs, training models, and deploying AI systems, I've learned that 24GB VRAM is now the practical minimum for serious AI work. Here's why, and what it means for your hardware choices—comparing RTX 3090, 4090, and A6000.

Machine Learning GPU LLM CUDA Hardware ameylokare amey lokare lokare amey VRAM AI Hardware NVIDIA RTX 3090 RTX 4090 A6000 Deep Learning GPU Computing AI Training Model Inference

Dec 06, 2024 • 1 min read • AI & Machine Learning

My Home AI Lab Setup — GPU Computing for Local LLMs

From experimenting with speech-to-text to training lightweight predictive models, I've created a personal AI lab at home powered by high-end consumer hardware. The goal? Run local LLMs, real-time voice agents, VLMs, and GPU-accelerated automation workflows without relying on cloud costs.

AI Machine Learning GPU LLM Hardware Home Lab

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