We use cookies to measure how the site is used and how our ads perform (Google Analytics and Ads, Microsoft Clarity, and the Meta, OpenAI and X ad pixels). “Essentials only” turns off advertising cookies everywhere, and analytics too in the EEA, UK and Switzerland. Privacy Policy
Reflection AI has released the open weights and post-training recipes for Beam, its 501B MoE coding model, under Apache 2.0. Google Cloud, AWS, vLLM, and Ollama delivered day-0 optimizations including DFlash2 speculative decoding, tiered KV caches, and NVFP4 checkpoints.
Reflection AI's first model is a 501B-parameter, 23B-active Apache 2.0 MoE with a 1M-token context, built for coding agents. What shipped, what it takes to host, and the four fastest ways to run it today.