Future AI Agents Will Prioritize Long-Horizon Task Completion Over Speed
Neil Movva · Ex-NVIDIA Engineer: Why AI Is About to Get 1000x Cheaper · Aug 25, 2026 · at 4:02
Neil Movva, co-founder of Sail Research, argues that agentic AI workloads will shift from real-time low-latency generation to hours-long persistent tasks optimized for compute efficiency.
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“You wanted more persistence, more long horizon tasks, and now it's, to me, very obvious that the future of agentic inference is long horizon tasks. You're gonna run the machine for hours or days at a time. It doesn't matter if it spits out tokens at a hundred tokens per second. Maybe 10 is just fine. If that comes with Corresponding advantages and efficiency.”
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