NVIDIA's Desktop Play for Always-On Agents

🔥 What happened NVIDIA launched a 64GB DGX Spark, built by Acer, ASUS, Dell, Gigabyte, HP and MSI. The GB10 box packs 1 petaFLOP of FP4 compute and ships October 23, 2026. Two units cluster into 128GB of memory. 💡 Why it matters Agents burn tokens nonstop — consumption is up 14x since early 2026. On a cloud API, every token is billed. On owned hardware, there's no per-token fee. 64GB fits the 30–35B open models that are now good enough for real agent work. ⚡ Our take NVIDIA is selling the antidote to a problem it helped create: always-on agents. If you're still paying per token, you're subsidizing your cloud provider's margin.