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03Tool-enabled AI experiment

OpenClaw AI Agent

What happens when an AI gets access to real tools?

ArchivedLinux · VPS · Tailscale · AI · Automation

The idea

The interesting part was not just what an agent could do, but what changes when it is trusted with powerful, real-world tools.

The build

I ran an AI agent on a VPS with access to web, email and productivity services, while thinking carefully about the boundaries around that access.

Problems & investigation

  • What permissions an autonomous agent should have
  • The risks of joining powerful tools together
  • Restricting SSH through Tailscale rather than exposing it publicly

What I learned

  • Useful automation needs deliberate boundaries
  • Security is part of the design, not an afterthought
  • Tool access is a meaningful responsibility

What's next

The project is archived because running costs became too expensive, but the security questions it raised continue to shape future experiments.