Quantum: the algorithm redefining risk management in discretionary trading

Michele Montorio
Dec 1, 2025
2 min read

Introduction

Most discretionary traders think risk should be fixed: 1%, 2%, 0.5%.It’s simple, intuitive… and in practice almost always wrong.

Markets change.

Psychology changes.

Your real statistics change.

Quantum was born from a simple but revolutionary idea:“What if risk adapted to the trader instead of the trader adapting to the risk?”

The problem: fixed risk is an invisible trap

Not all trades have the same value.

Not all market phases are equal.

Not all sequences of wins and losses impact your capital the same way.

Fixed risk ignores:

your real probability of winning
your historical drawdown
your loss streaks
the quality of your recent trading
your psychological state

It’s a static method in a world that is anything but static.

That’s where Quantum comes in.

The birth of the algorithm

After analyzing thousands of trades through my Journal, one thing was clear:

The ideal risk is not a fixed number. It is a consequence of your real statistics.

The goal wasn’t “calculating a lot size.”

It was building an algorithm capable of:

reading the trader’s real behavior
respecting the chosen maximum drawdown
adapting the risk on every single trade
maximizing profit without sacrificing safety

The result was Quantum:

a mathematical engine that converts your trading history into intelligent dynamic risk.

How Quantum works (explained clearly)

Quantum continuously analyzes four components:

1. Your real win rate

Not theoretical — the one from your actual trades.

2. Your real average risk:reward

Measured trade by trade.

3. Your loss streak patterns

The most dangerous part of trading psychology.

4. The maximum drawdown you choose

The limit that Quantum must respect at all times.

Monte Carlo simulations

For every set of real statistics, Quantum runs hundreds of simulated scenarios.

The goal?

Finding the ideal risk per trade that maximizes profit while staying within your chosen drawdown.

Not a fixed number.

Not a rule of thumb.

A mathematically justified choice.

What Quantum actually does

✔ Automatically computes the ideal risk for each trade

Good statistics → higher risk

Weak statistics → lower risk

✔ Adapts to your real-time phase

Uptrends, drawdowns, good days, tough days.

✔ Eliminates emotional, “gut-feeling” risk decisions

✔ Always respects your maximum drawdown

No exceptions.

✔ Increases profit sustainably

Achieving up to 5× higher returns while keeping the same maximum drawdown is not uncommon.

Why Quantum is a true competitive edge

Because a human trader cannot analyze:

real statistics
streaks
distributions
drawdown impact
future probability

…every time they open a trade.

Quantum can.

In milliseconds.

Without emotion.

Without errors.

It’s like having a professional risk manager working beside you on every operation.

Conclusion

Quantum is not a lot-size calculator.

It is an algorithm that transforms your trading from emotional to mathematical.

From reactive to strategic.

From exposed to protected.

If you want to take your trading to the next level,

let your real statistics decide the risk for you.