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MiniMax 与 Hao AI Lab 推出开源 H3 模型 FastH3-Omni，支持文本、音频和图像输入，实现快于实时的视频生成。
The author explains how they optimized a delivery service's routing engine latency by leveraging Redis hash slots to handle batch operations correctly in a Redis cluster.
The blog post discusses a caching solution for routing engine estimates in a gig economy delivery app using Redis and H3 hexagonal coordinates, and highlights challenges with Redis cluster key distribution and multi-key commands.
Kijai's MiniMax-H3-experimental is a work-in-progress model featuring w4a8 quantization and int8_convrot VAE support for ComfyUI, released for testing purposes.
A Hugging Face repository providing ComfyUI safetensors checkpoints of an uncensored Qwen3-VL-32B variant, with BF16 and INT8 ConvRot H3 conditioning encoders plus an optional generation tail.