ATMResearch
Join Overfit - free
  1. Overfit/
  2. Research

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.

#140

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.

Read more→
#139

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.

Read more→
#138

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.

Read more→
#137

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.

Read more→
#136

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.

Read more→
#134

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.

Read more→
#133

📚 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.

Read more→
#132

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.

Read more→
#131

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.

Read more→
#130

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

Read more→
#129

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.

Read more→
#128

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.

Read more→
#127

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.

Read more→
#126

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!

Read more→
#125

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 more→

Page 1 of 3

First←123→Last
▸ Browse 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 📉

StatOasis is calm, evidence-based algorithmic-trading education, founded by Ali Casey. Ali builds systematic trading strategies and teaches the workflow behind them: research, build, test, combine, deploy. He writes the Overfit newsletter, published since 2024, and runs the Algo Trading Masterclass.

Socials

  • X ↗
  • YouTube ↗
  • Instagram ↗
  • LinkedIn ↗
  • GitHub ↗
  • Muck Rack ↗
  • LinkedIn SO ↗
  • GitHub SO ↗

Products

  • Overfit - the newsletter
  • Algo Trading Masterclass ↗
  • StatOasis Community
  • Digital Products
  • 36 Ways to Buy the Dip
  • AlgoChef ↗

Reading & tools

  • Research
  • Methodology
  • Survive the Decade
  • Wall of Love

StatOasis

  • About Ali Casey
  • Contact
© 2026 StatOasis. Calm, evidence-based.
PrivacyTermsHypothetical resultsCalifornia