The 14 errors are the real content. OpenClaw's docs assume you're using hosted models. Running a 24B local model on a Mac Studio exposed silent failures at every layer: model registry, auth resolution, context management, sub-agent spawning. Error #14 required patching OpenClaw's compiled JS bundle directly.
Key optimization that made it usable: KV cache quantization (Q8_0) nearly doubled usable context and got generation speed from 12 to 49 t/s. Dual-slot GPU allocation prevents sub-agents from starving the main agent.
Happy to answer questions about the setup.
What is the light browsing you mentioned? 10 sites, 100 sites. At what point you felt it as too much to be considered light browsing.