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GuruFinance Insights

Ayrat Murtazin

Your ultimate resource for mastering trading strategies, coding techniques, and market insights.

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Latest Issues

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

181 trades, an honest walk-forward split, and the real tradeoff nobody shows you: it loses on raw return but cuts drawdown by 75%

Larry Connors popularized this one in the 2000s: buy SPY when it’s deeply oversold in an uptrend, sell the bo...

6 days ago
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The Calm Before the Storm: Trading Silver’s Volatility Squeezes

A volatility-contraction system that trades both directions on silver — and an honest look at the parameter tuning that took it from losing money to a real edge

👋 Hey there,

14 days ago
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$1 in SPY During Market Hours Since 2000 Is Worth $1.35 Today. Overnight, It's Worth $6.22.

The 1980s Strategy That Still Turned $1 Into $150+ on Bitcoin

Hey, I want to open with a number that genuinely unsettled me when I first ran it myself, because I’d read about this effect before but never verified it on current data with my...

20 days ago
2
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The Simplest Trend-Following System Ever Built Still Turned $1 Into $150+ on Bitcoin — Here's the Full Backtest

The 1980s Strategy That Still Turned $1 Into $150+ on Bitcoin

Hey, Before I get into today’s strategy, I want to tell you about the trade that inspired it, because it’s a genuinely great story if you haven’t heard it.

22 days ago
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The Market Has Two Moods. I Taught a Model to Tell Them Apart.

Detecting bull and bear regimes with a Hidden Markov Model — 19 years of SPY, walked forward with zero lookahead, and what happens when you only show up for one of the two moods

Not financial advice. Backtested results — even carefully wal...

24 days ago
1
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  • Ayrat Murtazin

    \ud83d\udd25 Quant finance & algo trading in Python \ud83d\udd25 30+ backtested strategies published \ud83d\udd25 5,000+ traders read my free weekly notebook

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