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Blogs

This is where you'll find all my blog posts.

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AI & Research

Can ChatGPT Predict Stock Prices From News?

August 2026 · 13 min read

A 2026 study finds GPT-4 reads company news well, but the famous 90% figure is mostly already priced, the real drift is small, and it is not a trading strategy.

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Drawdown Rules

Drawdown in Trading: The Maths of Losing, Recovering and Surviving Limits

August 2026 · 15 min read

What drawdown really measures, why recovery is asymmetric, why one max drawdown is not a ceiling, and how a prop firm's loss limit turns it into a survival problem.

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Research Review

Hidden Markov Models in Trading: Detecting Market Regimes

July 2026 · 14 min read

How quants infer market regimes with hidden Markov models, why Princeton's 2024 jump model gave more persistent, lower-drawdown signals, and what it means for prop-firm risk.

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Research Review

Why ICT and SMC Are Not a Viable Strategy on Their Own

July 2026 · 20 min read

Payouts, funded accounts and convincing chart explanations can all be real. None of them proves an edge. The evidence on ICT, SMC and order flow, and how to actually test the concepts.

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Research Review

Predicting Volatility, Not Direction

July 2026 · 12 min read

Yesterday tells you little about tomorrow's direction, but a lot about how big the move might be. How volatility-based position sizing works, tested in a five-asset trend portfolio.

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Research Review

Opening Range Breakout Research: What Two Day-Trading Papers Actually Found

July 2026 · 16 min read

Two studies report strong historical results for five-minute opening-range strategies on US stocks, QQQ and TQQQ. What each found, what it did not prove, and how it relates to Nasdaq and prop firms.

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Research Skills

How to Find the Research Behind a Trading Strategy (and Use AI to Read It)

July 2026 Β· 9 min read

Use Google Scholar, SSRN and ResearchGate to find the papers behind a prop firm strategy, judge which ones to trust, and let AI dissect them. Includes a copy-paste prompt.

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Research Review

The Last 30 Minutes of Trading: What Research Says About Intraday Momentum

July 2026 Β· 13 min read

A 45-year study of 60+ futures markets found the day's direction tends to continue into the final 30 minutes, strongest in NQ. What the evidence means, and the hedging mechanics behind it.

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Market Structure

How to Read a Gamma Exposure (GEX) Chart

July 2026 Β· 12 min read

GEX is a model, not a measurement. What a gamma exposure chart actually estimates, positive vs negative gamma, the flip, call and put walls, 0DTE, and where open-interest-based GEX breaks down.

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Backtesting

How to Automate and Backtest Your Prop Firm Strategy with AI

July 2026 Β· 10 min read

Use AI to write an MQL5 Expert Advisor in MetaTrader 5, then backtest your strategy free on an FTMO trial before you pay, and stress-test the results with Monte Carlo.

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Firm Review

FTMO Review: Why It Is the Best Prop Firm on the Market

July 2026 Β· 13 min read

A deep, honest look at FTMO: its ten-year track record, real financials, the OANDA acquisition, challenges and swing accounts, reviews, and the genuine downsides.

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Drawdown Rules

Drawdown Distribution: Why Prop Firm Challenges Punish High Variance

July 2026 Β· 9 min read

Two strategies with the same edge can have completely different drawdowns. With Monte Carlo charts, why a prop firm's hard limit rewards low variance, not the biggest reward-to-risk.

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Position Sizing

The Kelly Criterion for Prop Firm Traders: How Much to Risk Per Trade

July 2026 Β· 8 min read

The formula that gives your optimal risk per trade, why full Kelly blows funded accounts, and how to size against your drawdown instead of your balance.

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Trading Psychology

Survivorship Bias in Trading: Why Your Feed Is Full of Winners

July 2026 Β· 8 min read

90% of traders lose money, yet your feed is full of winners. Why that is not a contradiction, how gurus mistake luck for skill, and how to tell the difference.

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Trading Stats

Win Rate vs Risk-to-Reward: What Actually Passes a Prop Firm Challenge

July 2026 Β· 9 min read

Win rate or risk-to-reward? Both feed one number, yet a higher win rate still passes a challenge a little more often. Plus how to tune your odds of passing without a challenge that drags on.

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Backtesting

Build a Strategy with AI, Then Test It Like a Professional

2026 Β· 8 min read

Use AI to write a TradingView strategy in Pine Script, why backtesting alone is not enough, how to test on a large sample, and why stress-testing tells you your real odds of passing.

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Prop Firm Basics

The Nature of Prop Firm Challenges: Turning Uncertainty into Statistical Confidence

2026 Β· 7 min read

Why the same strategy can pass or fail purely on luck, and how a Monte Carlo simulation shows your real pass rate before you risk a single evaluation fee.

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Prop Firm Basics

Dollar-Cost Averaging a Swing Account: A Practical Guide to Passing Prop Firm Challenges

July 2026 Β· 10 min read

A five-rule framework for passing an FTMO-style challenge: trend-following, scaling in with DCA, Monte Carlo position sizing, precise lots, and diversification.

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