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Public story · 2026-02-28 · source-backed
Formalizes the "same query, different results" problem via MDPs. Identifies three variance sources: information acquisition, compression, and inference. Achieves 22% stochasticity reduction while maintaining quality. Structured output formatting and ensemble queries are the most effective controls. (arXiv)
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Shared entity: Achieves / Same source domain / Shared topic / What happened next
Both cover Achieves; reported by the same outlet (arxiv.org); overlapping topics (achiev, query).
Both cover Achieves; reported by the same outlet (arxiv.org); overlapping topics (achiev, agent).
Shared entity: Identifies / Same source domain / Shared topic / What happened next
Both cover Identifies; reported by the same outlet (arxiv.org); overlapping topics (agent, identify).
Shared entity: Identifies / Same source domain / Shared topic / Earlier coverage
Both cover Identifies; reported by the same outlet (arxiv.org); overlapping topics (agent, identify).
Shared entity: Identifies / Same source domain / What happened next
Both cover Identifies; reported by the same outlet (arxiv.org); picks up the Identifies thread on 2026-03-16.
Shared entity: Achieves / Same source domain / What happened next
Both cover Achieves; reported by the same outlet (arxiv.org); picks up the Achieves thread on 2026-03-08.
Both cover Achieves; reported by the same outlet (arxiv.org); picks up the Achieves thread on 2026-03-05.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, inference); pushes against this story (versus).