Forge Pool

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Climate & Catastrophe Modeling ​

Climate systems are not predictable. They are branching systems of possible futures.

Small perturbations in temperature, pressure, or atmospheric structure can lead to materially different outcomes at the level of storms, floods, heatwaves, and systemic disruption.

Forge Pool enables execution across those possible futures — not just observation of a single one.

The System ​

Climate modeling is not a forecasting problem. It is a multi-world execution problem.

A system must evaluate:

  • ensemble trajectories
  • environmental perturbations
  • extreme-event distributions
  • regional divergence
  • downstream system coupling

Not as one model — but as a distribution of plausible realities.

Execution Shape ​

text
environmental conditions + model assumptions
    ↓
adapter (climate / hazard model mapping)
    ↓
mc@1 (ensemble trajectory execution)
    ↓
ensemble@1 (multi-run aggregation)
    ↓
(optional) graph@1 (downstream propagation)
    ↓
artifacts + replay

Primitive Composition ​

Climate workloads rely on:

  • mc@1 executes large-scale stochastic environmental trajectories

  • ensemble@1 fuses multiple runs into stable distributions and confidence bands

  • graph@1 (optional) propagates climate effects into downstream systems (infrastructure, logistics, insurance)

This produces a multi-scenario climate surface, not a single forecast.

What Gets Computed ​

Forge does not compute:

  • a single climate forecast

Forge computes:

  • trajectory distributions
  • extreme-event probability
  • regional divergence surfaces
  • tail-risk exposure
  • climate-conditioned downstream risk

Output Artifacts ​

text
event_probability_distribution
trajectory_divergence_surface
regional_risk_map
tail_event_frequency
hazard_exposure_probability
climate_conditioned_risk_signal
replay_token

Pilot Example ​

Hurricane Ensemble Execution

Inputs:

  • sea surface temperature distributions
  • atmospheric parameters
  • basin constraints
  • climate assumptions

Execution:

  • 500M+ stochastic trajectories
  • distributed ensemble execution
  • deterministic aggregation

Outputs:

  • landfall probability surfaces
  • intensity distributions
  • regional impact probabilities
  • scenario sensitivity comparisons

Why Forge ​

Climate systems are limited by compute and scenario coverage.

Forge enables:

  • large-scale ensemble execution
  • exploration of multiple plausible futures
  • reproducible climate risk analysis
  • integration into operational systems

This is not a better forecast.

This is execution over climate uncertainty.