9 articles in this category
Compare LoRA, QLoRA and full fine-tuning with worked 7B and 70B memory budgets, published quality results, GPU choices and live prices to estimate run costs.
hardware / analysisTrack NVIDIA's data center GPU roadmap through Feynman, see how Rubin Ultra and Kyber plans changed, and choose rental terms around the annual cadence.
hardware / analysisNVIDIA says Vera Rubin production shipments began in August 2026. Compare dated specs, conflicting bandwidth figures, cloud plans and reported rack costs.
pricing / analysisCompare live Blackwell costs with dated Rubin rollout plans, vendor performance claims and contract terms so you can choose whether to rent, reserve or wait.
guides / analysisChoose an inference engine for your rented GPU using dated feature support, published benchmark setups, deployment options and practical workload rules.
guides / analysisCheck dated ROCm support for PyTorch, JAX and inference servers, identify CUDA porting work, and compare live GPU prices against measured workload costs.
pricing / analysisPublished serverless GPU prices from Modal, RunPod, Replicate, Baseten and others, and the break-even utilisation formula for choosing serverless or dedicated.
providers / analysisWhen Vast.ai is safe enough, when it is not, and the live price gap between the marketplace and a managed cloud for the same GPU. Ends with a host checklist.
analysis / pricingA Tesla V100 costs $0.05/hr at one provider and $3.06/hr at another. Same chip, same VRAM, same performance. Here's what the data looks like across 27 providers.