YAKUZZA LIBRARY Strategy & Backtesting NAJM FX × YAKUZZA

Strategy & Backtesting.

From idea to tested system: how to write unambiguous rules, and a real backtest on gold data with the full numbers — win rate, drawdown, costs and the overfitting trap.

12 chapters≈ 85 min readIntermediateFree

Contents

12 chapters — the first one is open to everyone, the rest need a free account
    Chapter 01

    Why You Need a Written, Tested Strategy

    ≈ 6 min read

    Most traders enter on a "feeling": the candle looks strong, price "has dropped a lot", the channel said buy. Sometimes they win, sometimes they lose, and six months later none of them can answer a simple question: does my method actually make money, or was I just lucky?

    Gut feeling isn't the enemy, but it can't be measured. Today you enter on a touch of the moving average, tomorrow you wait for a break, the day after you enter because you're bored. Every trade is built on a different rule, so there's no "strategy" to improve in the first place. What you have is a collection of random decisions with random results.

    Gut feeling vs. a system

    Trading by feelWritten, tested strategy
    Entry decisionChanges with your moodThe same condition every time
    After 5 losses"It stopped working" — changes itKnows in advance the test showed streaks this long
    Measuring performanceAlmost impossibleNumber of trades, win rate, expectancy in R
    ImprovingGuessworkChange one rule and test it on new data

    A written strategy turns trading from a mysterious art into an experiment you can repeat. And backtesting (testing on historical data) is the cheapest way to find out whether the experiment deserves your money: instead of losing three months of your real account to discover an idea doesn't work, you find out in a day, on past data.

    What makes this book different: we won't stop at explanations. We ran a real, honest backtest on 400 real 4-hour gold candles (22 June to 22 September 2026) and 500 one-hour candles, for two simple, fully mechanical strategies. And we'll show you the results exactly as they came out — even when we didn't like them. No spoilers, but: the results aren't pretty, and that is precisely the most important lesson in the book.

    What you'll learn in this book

    1. The components of any strategy, and how to turn a vague idea into testable rules (Chapters 2 and 3).
    2. Manual bar-by-bar backtesting, then a real backtest on gold with precise rules and complete results in numbers (Chapters 4–6).
    3. Reading the results: expectancy, drawdown and losing streaks, with an interactive calculator (Chapter 7).
    4. The overfitting trap and the effect of real costs, with numbers from our own test (Chapters 8 and 9).
    5. The road from backtest to demo to live, when to adjust a strategy and when to drop it, and a quick reference (Chapters 10–12).
    Note: every price in this book comes from real gold data (XAUUSD). We measure results in R = the amount risked on the trade, as explained in the Risk Management book. A 2R win means twice what you risked; a 1R loss means the stop was hit.
    Chapter 02

    The Components of a Strategy: From Market to Management

    ≈ 7 min read
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    This chapter needs a free account

    The first chapter is open to everyone. To continue the book, create a free account in a minute — no card, no subscription, and it saves your place in every book.

    Chapter 03

    Writing Rules With No Ambiguity

    ≈ 7 min read
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    The first chapter is open to everyone. To continue the book, create a free account in a minute — no card, no subscription, and it saves your place in every book.

    Chapter 04

    What a Backtest Is and How to Do One by Hand

    ≈ 7 min read
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    The first chapter is open to everyone. To continue the book, create a free account in a minute — no card, no subscription, and it saves your place in every book.

    Chapter 05

    The Real Backtest on Gold: The Rules

    ≈ 7 min read
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    Chapter 06

    The Results in Numbers

    ≈ 8 min read
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    Chapter 07

    Reading the Results: Expectancy, Drawdown, Losing Streaks

    ≈ 8 min read
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    The first chapter is open to everyone. To continue the book, create a free account in a minute — no card, no subscription, and it saves your place in every book.

    Chapter 08

    The Overfitting Trap

    ≈ 8 min read
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    Chapter 09

    The Real Costs: Spread, Slippage and Commission

    ≈ 7 min read
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    Chapter 10

    From Backtest to Demo, Then to Live

    ≈ 7 min read
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    Chapter 11

    When to Adjust a Strategy and When to Drop It

    ≈ 7 min read
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    Chapter 12

    Quick Reference + Your Road Map

    ≈ 5 min read
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    The first chapter is open to everyone. To continue the book, create a free account in a minute — no card, no subscription, and it saves your place in every book.