Data & code

Reproducibility

Every experiment writes a TXT human summary + JSONL payload to domains/climate/results/. All scripts live under domains/climate/experiments/. The framework apparatus is at uniformity_framework/ (cross-linked from uniformity.senuamedia.com).

Documents

• scenario_fan_synthesis.md — cross-observable framework verdict (the source for the Mitigation section).
• comprehensive-record.md — canonical reference record of the climate arc; per-instance methodology, cross-shadow consensus numbers, reproducibility paths.
• methodological-recommendations.md — eight recommendations for climate analysts using the framework.
• research-plan.md — programme document with experiments organised by research theme.
• paper_draft.md — manuscript draft "A unified σ-uniformity diagnostic for cross-model climate tipping signals".

Experiments by theme

Cross-shadow tipping (instances #16, #17, #19, #29)

• cmip6_tipping_cross_shadow.py
• arctic_sea_ice_v2.py
• tipping_element_coupling_v2.py
• amoc_observational_rapid.py

CO₂ + energy budget (instances #18, #23)

• co2_atmospheric_trajectory_v2.py
• conservation_decomposition_v2.py

Paleoclimate (instances #20, #21, #22)

• younger_dryas_v2.py
• heinrich_events_v2.py
• mid_pleistocene_transition_v2.py

Sea level + permafrost (instances #24, #26, #27)

• sea_level_rise_v2.py
• permafrost_carbon_cascade.py
• timing_of_tipping_prediction.py

Single systems (instances #25, #28, #30)

• stratospheric_ozone_v2.py
• enso_regime_characterisation.py
• tropical_cyclone_intensity.py

Scenario fans (8 observables × 5 SSPs)

• scenario_fan_co2.py
• scenario_fan_sea_ice.py
• scenario_fan_amoc_v2.py
• scenario_fan_amazon.py
• scenario_fan_gmsl.py
• scenario_fan_permafrost.py
• scenario_fan_energy_budget_v4_chunked.py
• scenario_fan_ozone.py

Cross-domain context

This climate work is one of 15 domain applications of the σ-Uniformity Framework. The framework's apparatus, the other 14 domains (fluid dynamics, gravitational waves, particle physics, exoplanets, seismology, nuclear, medical, fast radio bursts, pure-math universality, plus 5 open-direction domains), and the 30-instance cross-domain catalogue all live at uniformity.senuamedia.com.