The scorecard for the Agentic AI PC category.

RTX Spark vs Apple Mac Studio for local LLMs and agents: memory, bandwidth, software (CUDA vs MLX), price and which one fits your workload.

How to pick the best RTX Spark laptop in 2026: announced models from Dell, ASUS, Lenovo, Acer, HP, MSI and Microsoft, memory choice, thermals and battery.

Step-by-step guide to running Llama-3.1-70B locally on RTX Spark with vLLM and NVFP4 quantization. Includes benchmarks and troubleshooting.

Complete guide to building a multi-node RTX Spark cluster with 10 GbE, ConnectX-7, and Ray Serve. Includes network, scheduler, and model-parallel configs.

How RTX Spark laptops and desktops are priced, how they compare with DGX Spark and Mac Studio, and how to judge value per GB of unified memory.

Clear breakdown of RTX Spark (consumer/workstation) vs DGX Spark (developer reference) including firmware, warranty, and software stack differences.

Comprehensive Qwen3-Coder-32B benchmark on RTX Spark 64GB and 128GB: throughput, SWE-Bench, HumanEval, and long-context stress tests.

Definitive memory-sizing table for running 7B, 13B, 32B, 70B, 235B, and 405B models on RTX Spark 64GB and 128GB configurations.

3-year TCO analysis of RTX Spark vs AWS/GCP H100 and B200 rentals across common workloads. Includes electricity, depreciation, and utilization curves.