The Million-Token Bill Arrives
DeepSeek previewed a V4 model family with one-million-token context claims on the same morning that corporate AI spending discipline, coding-agent evaluation papers, and robotics ownership news pointed at a shared practical constraint: intelligence is getting measured by the loop around it.
DeepSeek-V4 preview paper claims one million tokens for both Pro and Flash, with lower long-context inference FLOPs and key-value cache use than DeepSeek-V3.2; the open question is how much retrieval and agent memory this displaces in practice.
Financial Times on companies reining in AI usage supplies the…
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