X Engineering open-sourced its new transformer-based recommender algorithm, sparking community debate on transparency and fairness. GLM-4.7-Flash (30B-A3B) gains momentum as a strong local inference model with efficient KV-cache management and quantization tuning strategies.

Innovations include tensor parallelism on Mac Minis achieving ~100 tok/s throughput. Research highlights "Societies of Thought" as a reasoning mechanism improving model accuracy by 20%+.