When Present Climate Agreement Does Not Imply Future Agreement: Minimum Observations for Separating Incompatible Climate Futures

Climate models can agree with the same present-day evidence yet imply materially different futures because forcing, ocean heat uptake, warming patterns, and cloud feedback can compensate over the historical record. We ask a deliberately operational question: what is the least observational information needed to rule out every presently admissible climate world whose future is incompatible with another? We formulate future-targeted discrimination as an incompatibility-graph problem in which worlds are joined when their 100-year warming differs by at least 0.5 K, and observations cover edges only when they separate the corresponding worlds at a specified resolution. We implement the formulation in a reproducible pattern-aware two-layer benchmark and solve it exactly. Historical constraints retain 69 admissible worlds forming 1,044 future-incompatible pairs. At zero observational uncertainty, no scalar diagnostic is sufficient; the exact minimum is two observations, combining deep-ocean temperature with cloud-pattern sensitivity. Under finite uncertainty, the minimum rises to three observations by additionally requiring an SST-pattern diagnostic. At twice the nominal stress-test uncertainty, no available diagnostic subset guarantees separation. The 2 → 3 → ∞ transition shows that observational precision changes the information needed to exclude divergent futures. This methodological result links climate equifinality, decision-relevant divergence, and experiment design.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-15
DOI
https://doi.org/10.5281/zenodo.22770296
Primary Topic
Climate variability and models
Type
preprint
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preprint

When Present Climate Agreement Does Not Imply Future Agreement: Minimum Observations for Separating Incompatible Climate Futures

Md. Amir Khusru Akhtar
Zenodo (CERN European Organization for Nuclear Research)
Climate variability and models
preprint

When Present Climate Agreement Does Not Imply Future Agreement: Minimum Observations for Separating Incompatible Climate Futures

Md. Amir Khusru Akhtar
preprint en

Abstract

Climate models can agree with the same present-day evidence yet imply materially different futures because forcing, ocean heat uptake, warming patterns, and cloud feedback can compensate over the historical record. We ask a deliberately operational question: what is the least observational information needed to rule out every presently admissible climate world whose future is incompatible with another? We formulate future-targeted discrimination as an incompatibility-graph problem in which worlds are joined when their 100-year warming differs by at least 0.5 K, and observations cover edges only when they separate the corresponding worlds at a specified resolution. We implement the formulation in a reproducible pattern-aware two-layer benchmark and solve it exactly. Historical constraints retain 69 admissible worlds forming 1,044 future-incompatible pairs. At zero observational uncertainty, no scalar diagnostic is sufficient; the exact minimum is two observations, combining deep-ocean temperature with cloud-pattern sensitivity. Under finite uncertainty, the minimum rises to three observations by additionally requiring an SST-pattern diagnostic. At twice the nominal stress-test uncertainty, no available diagnostic subset guarantees separation. The 2 → 3 → ∞ transition shows that observational precision changes the information needed to exclude divergent futures. This methodological result links climate equifinality, decision-relevant divergence, and experiment design.

Zenodo (CERN European Organization for Nuclear Research)
Climate action
Climate variability and models
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When Present Climate Agreement Does Not Imply Future Agreement: Minimum Observations for Separating Incompatible Climate Futures — Md. Amir Khusru Akhtar · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS