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May 14, 20263 min read

DeepSeek V4-Pro Cuts Prices 75% and Skips Benchmarks: The Efficiency Play

DeepSeek V4-Pro cut API prices by 75% and cache-hit prices by 90%, promoting long-context efficiency techniques rather than new benchmark scores; the release suggests Chinese model labs are moving from leaderboard chasing to engineering-efficiency competition.