Prediction Engine Kit

Predict future world states using historical patterns, models, and simulation.

0/5 complete

Configuration

Horizon

Confidence intervals

Prediction Pipeline

Load historical data800ms

Feature extraction1200ms

Train model2000ms

Generate predictions600ms

Confidence bounds400ms

Integration Code

import { createPredictionEngine } from 'agent-tools-kit/world-modeling'

const predictor = createPredictionEngine({
  horizon: '24h',
  confidenceIntervals: true,
  model: 'lstm',
})

const future = await predictor.predict(currentState)
console.log('Predictions:', future.states)
console.log('Confidence:', future.intervals)