Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
它解决了合上笔记本电脑后代理和构建任务中断的常见痛点,将繁重任务卸载到低功耗、常开设备上,并安全地通过互联网暴露服务。
Code from your laptop. Run the work on a tiny Linux box that never sleeps. Close the lid, go offline, come back — your agents are still running.
This is a blueprint for a remote-first coding setup: your IDE stays on your Mac, but every long-running task — build agents, test suites, dev servers, autonomous coding agents — lives on an always-on Linux mini PC. You connect to it over the internet, so "where you are" stops mattering.
YOUR MAC THE BOX
┌──────────────────────────────┐ ┌──────────────────────────────┐
│ │ │ Always-on Linux mini PC │
│ IDE ──────────────────────┼──SSH──┼─▶ agents / dev servers run │
│ (edit, review, drive) │ Herdr │ here 24/7 │
│ │remote │ │
│ Files on disk ◀───────────┼──sync─┼─▶ Files on disk │
│ │ Sync │ (Syncthing keeps them │
│ │ thing │ identical both ways) │
└──────────────────────────────┘ └───────────────┬──────────────┘
▲ │
│ Cloudflare Tunnel (outbound)
│ https://app-dev.example.com │
└────────────────────────────────────────┘
view any app running on the box,
from any network, over HTTPS
Close your Mac and the box keeps running. Reopen it tomorrow on a different network and reconnect — nothing was lost, because nothing important was ever running on the Mac.
| Without it | With it |
|---|---|
| Agents die when you close your laptop | Agents run 24/7 on the box |
| Heavy builds drain your battery & fans | Heavy work offloads to the mini PC |
| "Works on my machine" drift | One stable Linux environment |
| Dev servers only reachable on your LAN | Reachable anywhere over HTTPS |
| Tied to one desk / one network | Work from anywhere, any device |
| Tool | Role | One-liner |
|---|---|---|
| Herdr (remote mode) | Remote connection | Your IDE/terminal |
Blueprint for an always-on remote agent workspace: code on your Mac, run the work on an always-on Linux box (Herdr + Syncthing + Cloudflare Tunnel + Caddy).
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Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.

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