Research
The Overfit archive
Every issue of Overfit points here. Research notes and long-form breakdowns: backtesting, portfolio construction, market structure, and the mechanics behind systematic trading.

Can AI Build a Profitable Trading Strategy? I Backtested 5 LLM-Generated Rules on SPY to Find Out
Aug 22, 2026 · 9 min read
Two experiments on SPY: a 2,304-variant optimizer sweep standing in for what AI does when it hunts for "the best strategy," and 5 AI-generated rules implemented verbatim. The optimizer's top-25 risk-adjusted score collapsed 85% out-of-sample, and 0 of 2,068 eligible strategies beat buy-and-hold.
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Coin Flip Trading: What Randomness Tells Us About Market Bias
Oct 11, 2025 · 5 min read
Coin flip backtests show hidden market tendencies in ES, NG, and AD.
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Dollar Cost Averaging vs Moving Averages: Why Risk Management Wins Every Time
Aug 17, 2025 · 5 min read
Dollar Cost Averaging leaves you exposed to big losses. Learn how moving averages and Tactical Asset Allocation deliver smoother returns and stronger downside protection.
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Keltner Channels vs Bollinger Bands: 116,640 Backtests (and the Third Band I Built)
Aug 2, 2025 · 10 min read
116,640 backtests put Bollinger Bands, Keltner Channels and Casey Bands through one identical harness: the band you pick is worth 0.52 on return-to-drawdown, the side you trade is worth 90.4 points — and paying 0.05% a side drops Bollinger below buy-and-hold while the other two hold.
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Larry Connors R3 Strategy — Rebuilt for Index Futures (With a Smarter Filter)
Jul 26, 2025 · 4 min read
Larry Connors’ R3 strategy still works, if you update it. Discover how volatility filters and index futures give more trades and a better edge.
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Same Breakout Strategy, Different Results: Nasdaq vs. SP500 vs. Dow
Jun 20, 2025 · 3 min read
Compare how the same breakout strategy performs on Nasdaq, S&P 500, and Dow. The results may surprise you.
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📚 How to Build Profitable Strategies with the CCI Indicator
Jun 13, 2025 · 4 min read
Learn how to build short-side CCI strategies that actually work, tested on British Pound futures with real strategy results.
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Donchian Channel Strategy: I Backtested '40 In, 20 Out' 1,188 Ways on 33 Years of SPY
Jun 6, 2025 · 7 min read
The classic 40-in/20-out channel breakout, re-tested 1,188 ways on 33 years of SPY: long-only still made 105.5% frictionless — but the famous 20-day-low exit lost to a plain 20-bar time exit, shorts destroyed the account, and the edge has decayed every decade.
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StrategyQuant X Review: The No-Code Way to Build Trading Strategies
May 30, 2025 · 13 min read
I have run StrategyQuant X on an Ultimate licence since 2019, I am a paid affiliate, and my course is built around it — all stated up front. Here is the verified 2026 pricing ($1,290 Starter, $1,490 Professional, $2,900 Ultimate), the edition gate that decides the purchase, what Build 144 changed, and who should not buy it.
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Cumulative RSI Strategy: A Smarter Twist on RSI(2) for S&P 500
May 23, 2025 · 4 min read
Discover how Cumulative RSI improves over RSI(2) with smoother signals and real-world profits on the S&P 500
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Range Expansion Index (REI): The Indicator Traders Are Missing Out On
May 16, 2025 · 3 min read
Discover the Range Expansion Index (REI), a powerful RSI alternative proven to enhance trading signals on major indexes.
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The #1 Lesson Traders Learn Too Late: No Single System Will Save You
May 9, 2025 · 4 min read
A real trader's loss reveals the #1 lesson in algo trading: no system is bulletproof.
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Weekly Mean Reversion Strategy: 22,680 Backtests on Index Futures — and the Filter I Published Was Overfit
May 2, 2025 · 9 min read
Buy the week after a down week, sell that week's close. Retested 22,680 ways on ES and NQ futures plus four index ETFs: the plain rule survives on all six markets with a smaller drawdown than holding — and the volume filter I published in 2025 turns out to be the single best of 139 settings on one market and mediocre on the other five.
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Volume Oscillator: A Beginner’s Secret to Smarter Trades
Apr 25, 2025 · 5 min read
Discover how to use the Volume Oscillator to boost your trade accuracy. Perfect for beginner traders!
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What Is the VIX Index? A Beginner’s Guide to Market Volatility
Apr 18, 2025 · 4 min read
A simple explanation of the VIX index for beginner traders and investors.
Read moreBrowse all 40 articles
- Can AI Build a Profitable Trading Strategy? I Backtested 5 LLM-Generated Rules on SPY to Find Out
- Coin Flip Trading: What Randomness Tells Us About Market Bias
- Dollar Cost Averaging vs Moving Averages: Why Risk Management Wins Every Time
- Keltner Channels vs Bollinger Bands: 116,640 Backtests (and the Third Band I Built)
- Larry Connors R3 Strategy — Rebuilt for Index Futures (With a Smarter Filter)
- Same Breakout Strategy, Different Results: Nasdaq vs. SP500 vs. Dow
- 📚 How to Build Profitable Strategies with the CCI Indicator
- Donchian Channel Strategy: I Backtested '40 In, 20 Out' 1,188 Ways on 33 Years of SPY
- StrategyQuant X Review: The No-Code Way to Build Trading Strategies
- Cumulative RSI Strategy: A Smarter Twist on RSI(2) for S&P 500
- Range Expansion Index (REI): The Indicator Traders Are Missing Out On
- The #1 Lesson Traders Learn Too Late: No Single System Will Save You
- Weekly Mean Reversion Strategy: 22,680 Backtests on Index Futures — and the Filter I Published Was Overfit
- Volume Oscillator: A Beginner’s Secret to Smarter Trades
- What Is the VIX Index? A Beginner’s Guide to Market Volatility
- How the IBS Strategy Made $45K in 2024 — Even in a Down Market!
- Ultimate C%: A Smarter Mean Reversion Indicator for Beginner Traders
- Robustness Testing: Why Most Traders Fail, and What 36,252 Backtests Say Actually Works
- Z-Score Mean Reversion Strategy: 2,400 Backtests on Futures and SPY, and the 74% Win Rate Is a Trap
- AI Trading Strategy Development: The Exact Prompts, Step by Step
- Tactical Asset Allocation (TAA): A Smarter Way to Invest Without Market Predictions
- Mastering Market Regimes: When to Trade and When to Stay Out
- Natural Talent vs. Skill in Trading: Why Anyone Can Learn to Trade Profitably
- Water Fasting for Traders: How to Boost Focus & Clear Brain Fog
- RSI Deep Dive: How to Trade the S&P 500 Like a Pro with Mean Reversion
- CaseyC% Oscillator: A Smarter Mean Reversion Strategy for SP500 Traders
- Market Edge: Why Markets Are Not Random (With Data to Prove It!
- Cyclic RSI: The Indicator That Redefines Market Timing
- OBV MACD vs. Traditional MACD – Which One Wins?
- Boost Your RSI2 Strategy for SP500 by 48% with This Volume Filter
- Ray Dalio's Holy Grail of Investing, Tested: Four Asset Classes Beat Nine Funds
- ADX Indicator Tested: 8,370 Days Say It Measures Size, Not Direction
- Connors Double 7 Strategy: Your Beginner’s Guide to Algo Trading Success
- Mastering the Awesome Oscillator: A Trader’s Guide to Profitable Strategies
- Investing Doesn’t Have to Be Hard: The Bucket System Simplified 🪣
- 13 Best Candlestick Patterns for Trading the USDJPY Forex Pair 📊: Featuring Two Proven Strategies!
- S&P 500 Drawdowns Since 1871: Every Decline, How Long They Lasted, and What Actually Recovered
- Monte Carlo for Traders: I Checked Whether the Simulation Was Right. It Wasn't.
- Unveiling Toby Crabel's Up & Down Thrust Trading Patterns
- Master Volatility Futures: VIX Trading Strategies 📉

