thread_id: 01a0dfa8-7193-7235-980d-69e138218fcc
updated_at: 1790474002

Deploying GLM-5-Next (GLM-5.3-Flash) 321.3B MoE model on dankserver. Key features include vision tower support, MTP draft mode, and a specific requirement for `-fa off` and `-ub 128` to handle MLA and long-context collapse. Since the Q6_K weights (~264GB) exceed the 246GB RAM, it uses `mmap` with `-ot exps=CPU` to offload experts to host RAM.