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Public story · 2026-03-15 · source-backed
Models multi-hop agent reasoning as a dynamic search tree, transitioning from exploration to exploitation as token budget depletes. Includes formal convergence proof. Directly applicable to any agent loop burning tokens on redundant calls. arXiv 2603.12634
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Shared entity: Directly / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, applicable, call, directly).
Shared entities / Same source domain / Shared topic / Earlier coverage
Both cover Directly, Models; reported by the same outlet (arxiv.org); overlapping topics (agent, directly).
Shared entity: Budget / Same source domain / Shared topic / What happened next
Both cover Budget; reported by the same outlet (arxiv.org); overlapping topics (agent, budget, token).
Shared entity: Directly / Same source domain / Shared topic / What happened next
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, applicable, directly).
Shared entity: Directly / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, directly).
Shared entities / Same source domain / What happened next
Both cover Directly, Models; reported by the same outlet (arxiv.org); picks up the Directly thread on 2026-03-19.
Shared entity: Directly / Same source domain / Shared topic / Earlier coverage
Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, applicable, directly).
Shared entity: Budget / Shared topic / What happened next / Tension
Both cover Budget; overlapping topics (budget, call, exploration); picks up the Budget thread on 2026-08-10.