And yeah, We’ve noticed the same thing — when you ask LLMs to generate “novel” tooling ideas they tend to converge to very similar patterns. Many projects end up looking alike because they focus mostly on model orchestration.

That’s actually part of why we started building SiClaw. For AIOps to work in real infrastructure, the harder problems are things like security boundaries, multi-tenant environments, and how agents reason through diagnostics safely.