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A quick glance shows that I'm in the minority. I grabbed a Bosgames M5 with 128GB UMA RAM when I discovered openclaw (at the time claudebot). I'm running Lemonade, which is a wrapper for llama.cpp, sd-cpp, flux, and others. I'm happy to have paid a "mere" $2400 compared to what similar systems cost now, and now I'm toying with fine tuning my own models. Though, I primarily run Hermes Agent paired with Qwen3.6 35b A3B (using a heretic ablitieration for 0 refusals).
Hermes Agent does a lot of random stuff for me right now. It manages my calendar and to-do list in nextcloud via MCP server. It created and maintains an llm-wiki based on my Obsidian Vault. Then it creates a report every morning about both and the weather.
The server has tailscale installed, so yes I can access it anywhere.
Try gufo with qwen 3.8 flash next. Much much better than 3.6-35B.
How well does it handle concurrency? I could see this as a vast improvement on llamacpp, but I was already speccing out vLLM.