GLM-5.3-Flash EXL3 on NVIDIA DGX Spark

LocalAI OpenSource

TL;DR: A new production serving kit demonstrates high-performance inference for the 320B MoE GLM-5.3-Flash model on dual NVIDIA DGX Spark systems.

Summary: Reederey87 released a production serving kit for the GLM-5.3-Flash EXL3 (320B MoE) model, optimized for two NVIDIA DGX Spark systems. This setup achieves 1M context with over 97% multi-session prefix caching and utilizes DFlash2 for speculative decoding.

Why it matters: This showcases a powerful, self-hosted solution for serving large MoE models with significant context windows and efficient caching. AI builders should explore its techniques for high-throughput, low-latency LLM inference in production environments.

Source: github_topics