PARDO & COMPANY

analysis · consulting · trading

ARTIFICIAL INTELLIGENCE

THE NEW FRONTIER

The barriers between institutional-grade AI and the individual trader are collapsing — and most traders have no idea how to use what is now in their hands.

Algorithmic trading used to belong to the quant desks. Then it became ubiquitous. Artificial intelligence is following the same trajectory — only faster. The arrival of GPT-class models in 2022 did not just add a new tool to the trader’s kit. It permanently changed what a single practitioner can do.

Drawing on four decades of building, validating, and trading algorithmic systems — and as the creator of Walk-Forward Analysis™, the gold standard for strategy validation — Pardo walks through the three branches of AI that matter for trading, what the GPT revolution actually changes, and the four amplified dangers that turn AI from an edge into a liability.

What You’ll Learn

• How Expert Systems, Neural Networks, and Machine Learning each apply to real trading problems — and where each one fails
• What Large Language Models actually changed in 2022, and why the competitive advantage now belongs to those who know which questions to ask
• The four AI-era dangers — hallucination, curve-fitting at industrial scale, false confidence, and over-reliance — and how to guard against each
• Why the Laws of strategy development apply with greater force to AI-driven systems, not less — and where human judgment still beats the machine

This is not hype. It is a disciplined framework from the asset manager whose XT99 Diversified program delivered 19% average annual returns over twelve years — including +142% in 2008.

AI does not replace the foundations of successful trading. It amplifies them — for better or for worse.

www.pardo.space

THE RISK OF LOSS IN FUTURES TRADING IS SUBSTANTIAL AND IS NOT SUITABLE FOR EVERYONE. PAST PERFORMANCE IS NOT NECESSARILY INDICATIVE OF FUTURE RESULTS.