Forge Pool

Appearance

Logistics ETA Simulation ​

Logistics systems do not produce a single arrival time. They produce a distribution of possible arrivals.

Traffic, weather, congestion propagation, mechanical variability, and network dependencies create uncertainty that deterministic routing systems flatten into one number.

Forge Pool computes that uncertainty directly.

The System ​

Logistics is not a routing problem. It is a network uncertainty execution problem.

A system must evaluate:

  • route variability
  • congestion propagation
  • environmental disruption
  • fleet behavior
  • network fragility

As a distribution of outcomes, not a single ETA.

Execution Shape ​

text
routes + telemetry + environment distributions
    ↓
adapter (transport + network model)
    ↓
mc@1 (trajectory simulation)
    ↓
graph@1 (network propagation)
    ↓
ensemble@1 (aggregation)
    ↓
artifacts + replay

Primitive Composition ​

Logistics workloads combine:

  • mc@1 simulates stochastic route trajectories

  • graph@1 models congestion and network cascade effects

  • ensemble@1 aggregates outcomes into stable probability surfaces

What Gets Computed ​

Forge does not compute:

  • a single ETA

Forge computes:

  • arrival time distributions
  • delay probabilities
  • network fragility surfaces
  • lane-level risk signals
  • SLA breach probability

Output Artifacts ​

text
arrival_time_distribution
p50_arrival
p90_arrival
delay_probability
network_fragility_surface
lane_risk_signal
sla_breach_probability
replay_token

Pilot Example ​

Fleet ETA Uncertainty Execution

Inputs:

  • route history
  • telemetry data
  • traffic distributions
  • weather models
  • SLA constraints

Execution:

  • 50M+ stochastic trajectories
  • distributed execution
  • deterministic aggregation

Outputs:

  • arrival distributions
  • delay probabilities
  • network fragility insights
  • confidence-aware ETA surfaces

Why Forge ​

Logistics systems fail when uncertainty is hidden.

Forge enables:

  • distribution-aware planning
  • early risk detection
  • reproducible operational analysis
  • network-level reasoning

This is not a routing engine.

This is execution over transport uncertainty.