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DeepSeek V4 Flash update makes its cheap model punch like a flagship

Illustration for the DeepSeek V4 Flash story

DeepSeek just made its cheap model punch like a flagship. On July 31, 2026, the company released DeepSeek-V4-Flash-0731: same architecture and parameter count as the Flash preview, retrained.

The benchmark jumps

The agent-benchmark improvements are unusually large for a retrain:

  • Terminal Bench 2.1: from 61.8 to 82.7, above GLM-5.2’s 81.0 and above DeepSeek’s own V4-Pro preview at 72.1, closing in on Claude Opus 4.8’s 85.0
  • DeepSWE: from 7.3 to 54.4
  • Cybergym: from 38.7 to 76.7

A budget-tier model outscoring its own house’s Pro preview on terminal tasks is the kind of result that reshuffles assumptions about how much capability a given parameter budget can hold.

The price is the point

Capability is half the story; the invoice is the other half. V4-Flash-0731 costs $0.14 per million input tokens, dropping to $0.0028 on a cache hit, and $0.28 per million output tokens. That is orders of magnitude below western flagship pricing.

The release landed one day after OpenAI cut GPT-5.6 prices by up to 80%. The sequencing tells you who is setting the pace in this price war: OpenAI cuts, DeepSeek answers within 24 hours with a model that is both cheaper and stronger on agentic benchmarks than its previous budget tier. DeepSeek says the official V4-Pro release “will follow soon”.

Echoes of January 2025

r/LocalLLaMA’s hottest take on the release: “V4-Flash-0731 is going to cause another market crash.” Hyperbole, probably. But the reference is to January 2025, when a DeepSeek release triggered a broad selloff in AI-linked equities, and the Nasdaq remembers.

Whether or not markets react, builders will. For agent workloads that make thousands of calls a day, a model at $0.28 per million output tokens with near-flagship terminal performance changes the unit economics outright. Would you move your agents to it? For many teams, the honest answer just became “we have to at least test it.”

Sources

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