OpenClaw RAM Debate Puts 96GB To Test

96GB sounds generous until you try to run an autonomous agent stack; the limiting factor usually shifts from whether it can launch to whether it can work reliably, safely, and without constant babysitting. Commenters split on the baseline: one says 96GB VRAM is fine, while another argues unified or system RAM only becomes a serious lever when you move toward much larger MoE models. The thread treats OpenClaw less like a chatbot and more like a local automation runtime, so browser control, shell access, and persistent memory matter as much as parameter count. For actual work, the use case dominates the hardware question: repetitive triage tasks can fit smaller models, while coding or deeper investigations push you toward bigger, pricier setups, and anything with full system access should live in a VM or similarly isolated environment if it is touching work data and credentials.