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Torchcast.ai

The
Forecasting
Layer for
the World

Forecasting is where AI stops reciting the past and starts proving it understands the future. Any AGI that acts in the world must first learn to forecast it.

The decision layer

Intelligence, at two speeds.

System 1 Torchcast Decision

Decide.
In a flash.

Milliseconds. One model call.
Every option scored, ready for the next move.

System 2 Forecasting system

Go deep.
Then decide.

Deep research for high-stakes decisions. Evidence examined. Assumptions challenged.

Reality grades both.

Torchcast Decision — System 1: judgment in the moment

An impressionist traveler notices a lion across a stretch of golden grass.
Scene 1: Survival

Sense.
Respond.

A threat is partly hidden.

Inside Torchcast

What’s INSIDE a forecast?

01 / Evidence

Find the signal.

Primary sources, base rates and counter-evidence. Organized before they are interpreted.

Fine-Tuned Multi-Agent

Put every claim to the test.

Independent perspectives test the same evidence. Claims are challenged before they shape a forecast.

RL Post-Trained LLM

Make uncertainty explicit.

Forecast-trained models turn scrutinized evidence into calibrated probabilities.

Evidence → Reasoning → Probability

One connected system.

Evidence, independent scrutiny and calibrated probability. Each stage strengthens the next.

FORECASTING FOUNDATION MODEL

A forecast.
A map.
In progress.

Learning to judge a world we only partly see.

Unexplored
Want to see Torchcast live?

Uncertainty is expensive. We make it measurable.

Calibrated probabilities for institutions and AI agents. If your team makes high-stakes decisions under uncertainty, we should talk.

Careers · Singapore

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Start an exciting journey with us — building the world's forecasting layer.

hiring@torchcast.ai ↗