For the first time, a developer cloned OpenClaw onto a Windows machine with one mission: build something for the OpenClaw Challenge using their local Ollama setup. What they got was a painful loop of missing module errors, timeouts, and workarounds that ultimately left them impressed by the vision but frustrated by the reality.

The Windows Experience

From the jump, OpenClaw warned users: 'Windows detected โ€” OpenClaw runs great on WSL2. Native Windows might be trickier.' That wasn't hype โ€” it was a prophecy. The setup sequence devolved into running setup, hitting a missing module error (like '@larksuiteoapi/node-sdk'), installing it manually, and repeating. The kicker? These were errors for integrations the user wasn't even using โ€” @slack/web-api and nostr-tools were failing for someone just trying to run local-only with Ollama.

The WSL2 Detour

Switching to WSL2 solved the module errors and gave a cleaner setup experience. But it created a new problem: Ollama wasn't installed in that environment, so the local models didn't show up. The tool was suddenly expecting an OpenAI- or Anthropic-style API instead of the local setup they wanted. The workaround of running 'ollama launch openclaw' from Windows worked eventually, but it shouldn't require this much duct tape.

Where OpenClaw Actually Impressed

Once past the setup hell, the bootstrap process revealed what makes OpenClaw different. Rather than just chatting, users create their assistant through conversation โ€” defining IDENTITY.md, USER.md, and SOUL.md to give the agent a name, personality, tone, and even an emoji. That's a first-class concept most AI assistants ignore entirely. The agent can run commands, access files, and act in the background โ€” genuinely powerful stuff.

Key Takeaways

  • OpenClaw's agent-based architecture with identity and memory as first-class concepts is genuinely innovative
  • Native Windows support still feels experimental with missing dependencies for unused integrations
  • The WSL2 recommendation works but disconnects users from their local Ollama setup
  • Timeouts on slower models break the experience at critical moments after bootstrap completes

The Bottom Line

OpenClaw isn't ready for production use on Windows โ€” not with the current reliability issues and definitely not when giving an agent filesystem access. But the direction? That's the future. Local models are improving fast, and when the tooling catches up, this platform will be untouchable. For now, it's a fascinating proof of concept that rewards patient hackers willing to debug their way through setup. I'm keeping my eye on it.