I was surprised to discover today: agentic tools are (fundamentally) LLM calls + memory + token/context/state management within a loop.

That's quite... simple. (I really thought its lifecycle would be complex.)

I've been using local LLMs extensively since they came out. I had even written an extensive wrapper that pipes REST-based calls to various consumers.

I think I'll build in agent support after Raya. Excited about tooling possibilities for my legal work. (Especially with Qwen3.5-35B!)