#gpu
6 posts tagged with #gpu
Every article below is hand-written, technically reviewed, and focused on gpu. Posts cover real-world architecture decisions, code-level implementation patterns, and trade-offs you'll only discover after shipping production systems.
Technology Docker Compose vs Kubernetes for AI/ML [2026]: Use Which?
A practical 2026 decision guide for AI teams: when Docker Compose is enough for a single GPU box, when Kubernetes is mandatory, and the cleanest migration triggers for serving and training.
AI and Machine Learning RTX 4060 Ti vs RTX 4070 for Local LLM Inference in 2026
I'd pick the RTX 4060 Ti if you're running sub-13B models solo on a tight budget, and the RTX 4070 if VRAM headroom and generation speed actually matter to your workflow. The $150 price gap is real, but so is the performance cliff you hit at 16GB models.
AI and Machine Learning The Complete Guide to AI Hardware in 2026
A complete 2026 guide to AI hardware — covering GPUs, Apple Silicon, edge devices, CPUs, and the semiconductor supply chain — so you can choose the right setup for running local LLMs and AI workloads without wasting money.
AI and Machine Learning RTX 4090 vs RX 7900 XTX for Local LLMs in 2026: Which 24GB GPU Wins?
The RTX 4090 wins for serious local LLM inference thanks to superior CUDA ecosystem support and faster throughput; the RX 7900 XTX wins on price-per-GB for budget-conscious builders willing to navigate ROCm. Your choice hinges almost entirely on ecosystem tolerance and how much you value plug-and-play setup.
Technology AMD ROCm vs CUDA for Local AI [2026 Compared]
After months of running LLMs on AMD hardware, here's the brutally honest comparison of ROCm vs CUDA that no marketing page will give you — covering real performance, setup friction, and which GPUs actually work.
Technology Local LLM Hardware Guide 2026: VRAM, GPUs, and Setup [Tested]
Every VRAM tier, GPU option, and runtime tool mapped out for running local LLMs in 2026 — from budget CPU-only rigs to RTX 5090 and Apple Silicon M5 workstations.