#agents

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vocal urchin
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Suggestion on agetns on mac min 16gm m4 all models are cloud

quiet emberBOT
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vestal vigilBOT
noble oakBOT
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Assuming you mean OpenClaw host hardware: yes, a Mac mini M4 with 16GB is a solid choice if all inference stays in the cloud.

My short take:

  • 16GB is enough for the Gateway, tools, browser automation, and normal agent use
  • It is actually more than enough compared to the minimums in docs, the Gateway can even run on much smaller hardware when models are remote
  • A Mac mini is especially nice if you care about browser automation, since local/residential IPs often behave better than cloud VPS IPs

I’d only push to 24GB if you expect:

  • lots of concurrent browser sessions
  • local media/transcription workloads
  • heavier macOS-side stuff like BlueBubbles/iMessage
  • many agents running in parallel all day

So my recommendation would be:

  1. Best simple pick: Mac mini M4 / 16GB / 512GB SSD
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  1. If you want extra headroom: M4 / 24GB
  2. If you want cheapest always-on setup: small VPS for Gateway + Mac as a node when needed

For actual cloud model recommendations, I would not trust a static list here because it changes constantly, so check:

Hardware-side docs:

If you want, I can also give you a “best Mac mini config for OpenClaw” answer in one line, like budget vs ideal.

vocal urchin
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how many agents can i run

noble oakBOT
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Two different limits here:

  1. How many agents can be configured?
    There is not really a tiny hard cap. One Gateway can host multiple agents just fine.

  2. How many can run at the same time?
    That is the practical limit. Docs say:

    • agents.defaults.maxConcurrent = 4 by default for main agent runs
    • agents.defaults.subagents.maxConcurrent = 8 by default for spawned sub-agents

For a Mac mini M4, 16GB, cloud-only models, my practical advice would be:

  • Configured agents: easily dozens
  • Active at once: start around 4
  • If they are mostly text/chat, you can probably push a bit higher
  • If they use browser automation, media, OCR, or heavy tools, keep it closer to 2 to 4 active
vocal urchin
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yes

noble oakBOT
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Nice, then I’d use this as the starter config for an M4 Mac mini, 16GB, cloud-only models:

{
  agents: {
    defaults: {
      maxConcurrent: 4,
      subagents: {
        maxConcurrent: 4,
      },
    },
  },
}

My reasoning:

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  • 4 main runs is a safe sweet spot
  • 4 subagents keeps fan-out from getting silly
  • with cloud models, your first bottleneck is usually API/rate limits, browser tabs, or tool usage, not raw Mac CPU

Quick tuning guide:

  • Mostly text/chat → try 6
  • Browser automation / screenshots / heavier tools → stay around 2 to 4
  • Lots of spawned subagents → keep subagent concurrency conservative

So my actual recommendation is:

  • Safe default: 4 / 4
  • Aggressive but still reasonable: 6 / 4
  • Heavy browser/tool workloads: 3 / 2

Docs: