DeepSeek V3 0324

An advanced, post-trained refinement of the core V3 architecture released in March 2025 under the permissive MIT license. While maintaining the foundational Multi-head Latent Attention and 671-billion MoE parameters, this version implements an upgraded post-training pipeline heavily informed by reinforcement learning. This architectural tuning delivers a major performance leap in multi-turn logic reasoning, front-end software development, and structured API tool utilization. It processes complex documents through an expanded 164K context window while utilizing Multi-Token Prediction to minimize backend inference latency. The 0324 model offers developers a highly predictable, production-ready backend designed specifically for high-throughput enterprise applications and automated tool execution without needing deep, step-by-step reasoning tokens.