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Public story · 2026-03-21 · source-backed
This paper derives the "1/W law": tokens per watt halves every time effective context window doubles. Translation: which GPU services which context is a more powerful energy lever than buying newer GPUs. For large-context agentic deployments, your routing architecture matters more than your hardware generation. Directly actionable for infrastructure planning.
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source domain / Shared topic / What happened next
Both cover Directly, GPU; reported by the same outlet (arxiv.org); overlapping topics (beat, directly).
Shared entity: GPU / Same source domain / Shared topic / Earlier coverage / Tension
Both cover GPU; reported by the same outlet (arxiv.org); overlapping topics (agentic, efficiency, hardware).
Shared entity: Directly / Same source domain / Shared topic / Earlier coverage
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agentic, deployment, directly, generation).
Shared entity: Directly / Same source domain / Shared topic / What happened next
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (actionable, deployment, directly).
Shared entity: Directly / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (context, directly).
Shared entities / Shared topic / What happened next
Both cover GPU, GPUs; overlapping topics (agentic, context); picks up the GPU thread on 2026-08-09.
Shared entities / Same source domain / What happened next
Both cover Directly, GPU; reported by the same outlet (arxiv.org); picks up the Directly thread on 2026-06-07.
Shared entity: Directly / Same source domain / Shared topic / Earlier coverage
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agentic, architecture, directly).