Systematic trading

First Principles of Trading Series

Systematic trading and investing education for better decision-making under uncertainty.

View 16 concepts

01 Risk Management defines survival.
02 Position Sizing defines growth.
03 Expected Value determines worth.
04 Volatility shapes adaptation.
05 Liquidity permits execution.
06 Market Structure reads the current state.
07 Market Regimes identify the environment.
08 Probability defines expected behavior.
09 Statistics defines observed behavior.
10 Strategy Design builds the vehicle.
11 Edge Development gives it fuel.
12 Technical Analysis translates price into structure.
13 Fundamental Analysis translates value into context.
14 Crisis Management tests the system under pressure.
15 Capital Management determines whether it compounds or bleeds.
16 Psychology the discipline of perception.

Watch the First Principles series.

Open the System R AI YouTube playlist, or use the lecture index below for the written version, transcript, and review questions.

Study the full sequence.

Each lecture pairs the original video with a written version, transcript, and review questions.

Start with survival.

Risk, size, payoff, and uncertainty before any setup becomes a trade.

01

Risk Management: The 1% Rule

The written version of the video on why survival comes before conviction, how drawdown math works, and how the 1% rule keeps a trader in the game.

Open lecture
02

Position Sizing: The 90% That Actually Matters

A full transcript and written guide to position sizing: risk per trade, stop distance, volatility, portfolio heat, and why size can dominate outcomes.

Open lecture
03

Expected Value: The Mathematical Edge Behind Every Profitable Trade

The written version of the expected value lecture: win rate traps, payoff asymmetry, R multiples, casino thinking, and repeatability.

Open lecture
04

Volatility: The Emotional Rollercoaster

A written version of the volatility video explaining why volatility is information, why calm can be dangerous, and how movement changes size and emotion.

Open lecture

Read the environment.

Liquidity, structure, regime, and technical context before interpretation.

05

Liquidity: The Permission to Act

The written version of the liquidity lecture: spread, depth, volume, exits, market capacity, and why a good idea can still be untradeable.

Open lecture
06

Market Structure: The Logic Behind Every Trading Decision

A written version of the market structure lecture: observation, swing behavior, levels, trend, range, and invalidation.

Open lecture
07

Market Regimes: Conditions Every Strategy Depends On

The written version of the regime lecture: trend, range, volatility, liquidity, risk-on, risk-off, and adaptation without impulse.

Open lecture
08

Technical Analysis: Reading the Present

The written version of the technical analysis lecture: present-state reading, participation, levels, risk calibration, and evidence limits.

Open lecture

Build the edge.

Fundamentals, probability, strategy design, and repeatable advantage.

09

Fundamental Analysis: Structure, Probability, and Time

A written version of the fundamental analysis lecture: business reality, economic weather, market belief, horizon, probability, and surprise.

Open lecture
10

Probability and Statistics: The Language of Edge

The written version of the probability and statistics lecture: uncertainty, sample size, variance, base rates, and feedback.

Open lecture
11

Strategy Design: The Blank Scroll

The written version of the strategy design lecture: why copied systems fail, why fit matters, and why the operator is part of the system.

Open lecture
12

Trading Edge: The Advantage That Must Be Earned

The written version of the trading edge lecture: repeatability, evidence, decay, costs, market structure, and the reason a strategy should work.

Open lecture

Protect the operator.

Crisis rules, capital discipline, testing, and perception under pressure.

13

Crisis Management: The Space Between Knowing and Surviving

The written version of the crisis management lecture: protocols, drawdown, stress, broken assumptions, and survival when judgment degrades.

Open lecture
14

Capital Management: The Discipline of Compounding

The written version of the capital management lecture: survival, allocation, drawdown, compounding, and account-level discipline.

Open lecture
15

Backtesting: Honest Historical Inquiry

The written version of the backtesting lecture: testing rules, avoiding overfit, stress testing, drawdowns, significance, and forward review.

Open lecture
16

Perception Psychology for Systematic Trading

The written version of the psychology lecture: observation, ignorance, acceptance, perception, behavior, and protecting rules from emotional pressure.

Open lecture

// FAQ

Frequently Asked Questions

Essential answers about the First Principles of Trading series, its structure, and how to use it.

What is the First Principles of Trading series?

The First Principles of Trading series is a 16-part educational sequence about risk, probability, market structure, strategy design, capital management, testing, and trader behavior. Each lesson focuses on a durable decision principle rather than a short-term market prediction.

Who is the series designed for?

The series is designed for traders and investors who want a more systematic process for managing uncertainty, risk, evidence, and behavior. It is useful for newer participants building foundations and experienced participants reviewing process discipline.

What does the series cover?

The 16 lessons cover risk management, position sizing, expected value, volatility, liquidity, market structure, regimes, technical and fundamental analysis, probability, strategy design, trading edge, crisis management, capital management, backtesting, and trading psychology.

Should I follow the lessons in order?

Following the sequence is recommended because the early lessons establish survival and risk before the later lessons address analysis, edge, testing, and psychology. Individual lessons can also be used as references when a specific question becomes relevant.

What formats are included with each lesson?

Each lesson pairs the original video with a written version, transcript, key takeaways, review questions, and navigation to the previous and next concept.

How do these lessons relate to System R AI?

The lessons explain the risk, probability, evidence, and review principles that inform the System R AI trading process. They are educational resources and do not cause the product to make decisions for the user.

Is the series financial or investment advice?

No. The First Principles series is educational content about trading process, risk, probability, and decision discipline. It does not provide individualized investment advice or replace independent judgment and qualified professional guidance.