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The Agent Report describes the July 31, 2026 release of DeepSeek V4-Flash-0731 as a retrained checkpoint of the April preview rather than a new architecture, keeping the same 284-billion-parameter Mixture-of-Experts design with 13 billion active parameters per token. The entire delta is post-training: an expanded reinforcement-learning phase targeting instruction-following, tool-call accuracy under extended context and multi-step chain-of-thought reasoning. According to the piece, the retrained model beats DeepSeek's own V4-Pro-Preview on nine published agent and coding benchmarks, ships with MIT-licensed weights on Hugging Face, and introduces native OpenAI Responses API support for Codex CLI users at $0.14 per million input tokens. The analysis cautions that the headline benchmark numbers carry reproducibility caveats.
