Coding Agents Cross From Personal Tools to Shared Infrastructure

OpenClaw's jump to 80 concurrent sessions, persistent background agents, and private inference on desktop hardware signal that agentic systems are quietly becoming multi-user infrastructure rather than single-developer toys.

OpenClaw now scales to 80 concurrent sessions, a milestone that @marcopapa99 framed precisely: "Agent platforms are crossing from personal power tools into shared infrastructure." That distinction is the whole story. A tool one developer runs on their laptop is a productivity gain. A platform that handles dozens of simultaneous sessions is something teams build on top of — with all the reliability, isolation, and cost questions that entails.

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