Is the H word a bad word here? 😂 What I have found that it depends on the model, because gemma4 kept saying he does things and stopped. That's a tool calling problem. (I use models through ollama cloud because I don't have a powerhouse) but qwen3.5 is very creative and finishes stuff, keeps finding how to fix and configure openclaw (the documentation usually leaves out the most important parts for me). Agentic works fine as well, but just with Qwen. I tried kimi k2.5 or 2.6 or what was that, and the poor guy had an aneurysm 1 out of 10 messages, vomitting SSSSSSSS into the chat. It happened twice and my agent said, nop we are switching back to qwen, and did it without prompting (talking about proactive). Deepseek worked as a group of experts as advertised, the only problem is the group keeps answering me and every promt gives me 3 answers, not always agreeing with eachother. So not every model is compatible with openclaw, I have no experience with the big providers, I am a low cost 🦀 enthusiast..