DeepSeek V4 Flash 0731 Fast
About this model
DeepSeek V4 Flash 0731 Fast is the speed-tuned serving variant of DeepSeek's efficiency-oriented Flash line, pairing a 284B-parameter Mixture-of-Experts architecture with just 13B active parameters per token. That sparsity is what makes the "Fast" positioning viable: the model keeps a 1M-token context window and MIT licensing while targeting high-throughput, latency-sensitive deployment rather than maximum raw capability.
Within DeepSeek's lineup, the Flash tier sits below the heavier reasoning-focused DeepSeek V4 Pro, and this build is the accelerated counterpart to the standard V4 Flash 0731 checkpoint released at the end of July 2026, with this variant arriving in August 2026. Earlier points in the family include V4 Flash 0423 and the V3.2 generation, and there is also an end-to-end-encrypted DeepSeek V4 Flash option.
Capabilities cover reasoning, code generation, function calling, and web search, so it works well as a general-purpose agentic backend. It suits long-document analysis, repository-scale coding assistance, and high-volume pipelines where response speed and cost-efficient inference matter more than squeezing out the last few points of benchmark accuracy.
This About section is AI-generated from public sources (Claude Opus 5), with no human editing. It may contain inaccuracies — verify critical details against the sources listed above.
Research & Papers
Primary reference paper for this model family, sourced from the HuggingFace model card.
Data sources: Venice API · HuggingFace · Wikipedia · arXiv — enrichment updated 8h ago