Stanford lecture breaks down always-on agent architecture: workflows, VMs, subagents

stanfordnlp · x · 2026-10-13

In Stanford CS146S, leerob explains key architectural decisions behind always-on proactive agents like Grokbot: durable resumable workflows with Temporal instead of job queues, giving agents a full Linux VM with skills/memories as markdown files, steering rather than approving (a separate review model checks commands), and one main agent delegating to fresh-context subagents. Covers the harness and context engineering with timestamped lecture video.

Related event: Vercel's Lee Rob Explains Persistent Agent Architecture at Stanford(2 posts)→

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