Agents

The multi-agent security pipeline we built earlier produces useful reports — structured risk analysis, mitigations, recommendations. But it has a ceiling: every agent reasons from what the model learned during training. It doesn’t know about the domain that started hosting malware last week, the C2 infrastructure tied to a campaign your MISP instance just ingested, or the specific indicators your feeds have flagged today. ...

If you’ve followed the Self-Hosted AI Stack walkthrough, you’ve got Ollama running locally, OpenClaw as your agent UI, and the whole thing locked down behind Tailscale. That’s a solid foundation. But a chat interface, however useful, isn’t the ceiling of what this stack can do. ...