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How a Three-Agent AI System Debates Every Trade — and Only Pulls the Trigger When They All Agree

Aug 8, 2026

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14 min read

How a Three-Agent AI System Debates Every Trade — and Only Pulls the Trigger When They All Agree

How Three AI Agents Debate Trades for Smarter Profits — Full Python Code and Backtest Results

Ayrat Murtazin

Algorithmic Trading Strategies

Risk-Aware Hammer + RSI Mean-Reversion Trading Strategy: Grid-Search Backtesting and Walk-Forward Optimization on TSLA

Jul 24, 2026

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21 min read

Risk-Aware Hammer + RSI Mean-Reversion Trading Strategy: Grid-Search Backtesting and Walk-Forward Optimization on TSLA

Building a Confidence-Scored Hammer Candlestick Mean-Reversion Trading System with RSI Filtering, Hyperparameter Optimization, and Walk-Forward Testing in Python.

Ayrat Murtazin

Algorithmic Trading Strategies

Looking for Market Twins: How MASS Finds Similar Trading Patterns Beyond Technical Indicators

Jul 12, 2026

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21 min read

Looking for Market Twins: How MASS Finds Similar Trading Patterns Beyond Technical Indicators

Technical Analysis Revisited: Using Mueen’s Algorithm for Similarity Search to Discover Recurring Structures Hidden in Financial Time Series 🤖

Ayrat Murtazin

Algorithmic Trading Strategies

VIX Volatility Spikes and Regime Breaks: Top 15 Anomaly Detection Algorithms for Quant Trading

Jul 6, 2026

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24 min read

VIX Volatility Spikes and Regime Breaks: Top 15 Anomaly Detection Algorithms for Quant Trading

Explore Daily Time Series for CBOE Volatility Index with Popular Anomaly Detection Techniques and Awesome Visualizations of Volatility Signals

Ayrat Murtazin

Algorithmic Trading Strategies

My Humble Journey into AutoML with Python for Quantitative Finance — Part 1: LazyPredict

Jul 3, 2026

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21 min read

My Humble Journey into AutoML with Python for Quantitative Finance — Part 1: LazyPredict

Benchmarking Machine Learning Models in Quantitative Finance Using LazyPredict: Credit Risk, Fraud Detection, Customer Analytics, Market Prediction, and AAPL Trading Strategy.

Ayrat Murtazin

I built a research terminal for systematic traders.

Jun 29, 2026

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9 min read

I built a research terminal for systematic traders.

Here's every tool inside it.

Ayrat Murtazin

Building a Statistical Arbitrage Strategy from Scratch in Python

Jun 26, 2026

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25 min read

Building a Statistical Arbitrage Strategy from Scratch in Python

A Step-by-Step Guide to Signal Generation, PnL Calculation, and Visualization using Pandas

Ayrat Murtazin

Algorithmic Trading Strategies

SPY–VIX Market Regime Detection and Risk-Aware Trading with Deeptime

Jun 24, 2026

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20 min read

SPY–VIX Market Regime Detection and Risk-Aware Trading with Deeptime

A TICA-Based Deeptime Framework for Regime Detection, Risk Control, and Out-of-Sample Evaluation in Equity Markets

Ayrat Murtazin

Algorithmic Trading Strategies

10 Forecasting Techniques Used in Finance, Retail, and Manufacturing KPIs

Jun 17, 2026

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14 min read

10 Forecasting Techniques Used in Finance, Retail, and Manufacturing KPIs

Proven forecasting methods used to predict revenue, demand, inventory, and operational performance across industries

Ayrat Murtazin

Archive

How a Three-Agent AI System Debates Every Trade — and Only Pulls the Trigger When They All Agree

Risk-Aware Hammer + RSI Mean-Reversion Trading Strategy: Grid-Search Backtesting and Walk-Forward Optimization on TSLA

Looking for Market Twins: How MASS Finds Similar Trading Patterns Beyond Technical Indicators

VIX Volatility Spikes and Regime Breaks: Top 15 Anomaly Detection Algorithms for Quant Trading

My Humble Journey into AutoML with Python for Quantitative Finance — Part 1: LazyPredict

I built a research terminal for systematic traders.

Building a Statistical Arbitrage Strategy from Scratch in Python

SPY–VIX Market Regime Detection and Risk-Aware Trading with Deeptime

10 Forecasting Techniques Used in Finance, Retail, and Manufacturing KPIs

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