2026-06-10 deepseek
DeepSeek V4 Moves 1M Context Into the Cost-Structure Era
DeepSeek V4 matters because it turns 1M context from a capability demo into a cost, routing, and product-default problem for builders.
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A curated timeline of deepseek frontier AI releases, research, and strategic moves.
2026-06-10 deepseek
DeepSeek V4: Open Weights Finally Lead on the Efficiency Frontier, Not the Leaderboard
The real signal in DeepSeek V4 is a 1.6T MoE plus serving-side engineering that makes frontier capability affordable and self-hostable—the first time the open-weight camp leads on cost-per-token and throughput rather than chasing SOTA.
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DeepSeek V4's Open-Weight and API Strategy Is a Distribution Play
DeepSeek V4 pressures closed frontier models by pairing open weights with same-day API availability, compatibility, and a clear migration path.
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