●builderYou can pull an open-weight 225B MoE coding model from HuggingFace that supports per-request thinking toggles and long-horizon agentic tool use.
●researcherThe 256-expert top-k=16 routing with auxiliary-loss-free load balancing and softplus attention gating are worth examining against DeepSeek-style MoE architectures.
●founderA strong open-weight competitor to proprietary coding agents like Claude and Codex narrows the moat for closed-model coding startups.