AI research into predicting stuff

Laughing Goggles: Perpetual Futures Prediction Engine

Flagship AI Research Product

The Perpetual Futures Prediction Engine is our most popular research tool; a chaotic, brutally honest, and surprisingly disciplined system built to study how markets behave when they’re trying their hardest to mislead you.

This isn’t another “AI trading bot.”

It’s a full‑stack research environment designed to teach machines how to survive the perpetuals jungle without hallucinating confidence or sprinting into liquidation.

What It Does

Learns market regimes instead of guessing direction

Models candle behaviour using deep learning and time‑series architectures

Interprets charts with LLM‑driven structure analysis

Simulates trades with slippage, fees, partial fills, and real execution timing

Evaluates risk as the primary edge, not prediction accuracy

Runs live paper‑trading loops to test survival in real‑time volatility

Why It Matters

Perpetual futures are noisy, fast, and unforgiving. Most models collapse the moment they leave the notebook. Our engine is built to expose that failure early and force the system to learn from it.

It’s not about finding the “perfect signal.”

It’s about building a process that stays honest under pressure.

Who It’s For

Traders who want real research, not hype

Quants exploring regime detection and candle modelling

Engineers building AI‑assisted trading systems

Anyone tired of pretending markets are predictable

The Laughing Goggles Philosophy

Markets don’t care how clever you are.

They care whether your process survives.

This engine is our answer to that challenge: a disciplined, adaptive, and occasionally hilarious AI research tool that keeps learning, keeps testing, and keeps refusing to lie about uncertainty.

It’s the backbone of our prediction research and the reason Laughing Goggles exists at all.