deepseek-v4-flash-ga-260731 corresponds to DeepSeek-V4-Flash-0731, the open-source checkpoint promoted from preview on July 31. The architecture is unchanged from the preview (284B total / 13B activated MoE, 1M context, 384K max output) and DeepSeek states only the post-training stage was redone — yet it beats the V4-Pro preview on five agent benchmarks, reaching 82.7 on Terminal Bench 2.1.
We ran 21 test cases before launch: a 322K-token context was answered in 14.77s with mid-document information retrieved correctly, and the hard context ceiling is 1,048,570 tokens. Implicit cache needs no configuration and hit 99.9% on the second round. All 20 concurrent requests succeeded with no throttling.
Both endpoints are available — Chat Completions and Responses. Explicit caching on Responses works through chaining: write the cache on the first call with caching: {"type": "enabled"}, then chain via previous_response_id. Each round measured a full hit on the entire prior context (15,629 → 15,664 → 15,701).
Three boundaries to know before integrating:
- Structured output accepts
response_format/text.formaton both endpoints without constraining anything: it returns 200 while ignoring the schema entirely. Use Function Call when you need enforcement - The online search tool is wired (
web_search_callitems appear) but its backend failed 6/6 and returns noresults; MCP returnsAccessDenied, an account-level built-in-tool entitlement reasoning_effortis not a monotonic dial; onlyminimalbehaves deterministically. For cost control, usethinking: {"type": "disabled"}
deepseek-v4-flash.
Full measurements are in the launch write-up.
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