GLM-5.2 introduces a robust 1M-token context and advanced, multi-effort coding capabilities to significantly enhance performance on long-horizon tasks. Its new IndexShare architecture and improved MTP layer simultaneously boost efficiency by reducing per-token FLOPs and increasing speculative decoding lengths.
On-demand deployments allow you to use GLM 5.2 on dedicated GPUs with Fireworks' high-performance serving stack with high reliability and no rate limits.