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Guides

The Vibe Trading field guide

Learn the concepts, inspect the tools, reproduce the builds, and test every idea before capital is involved.

Guides

20 articles
Backtest vs Live PnL: Why Bots Lose Live
Guidesbacktestinglive tradingJuly 25, 2026

Backtest vs Live PnL: Why Bots Lose Live

Understand why backtest returns often do not match live trading results and how to close the gap with realistic modeling.

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The Minimum Viable Python Stack for AI Trading
Guidespythonalgo tradingJuly 25, 2026

The Minimum Viable Python Stack for AI Trading

The minimum viable Python stack for AI trading: pandas, yfinance, Alpaca, TA-Lib, backtrader, vectorbt, scikit-learn, and how to use them together.

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Win Rate vs Expectancy: Metrics That Matter
Guideswin rateexpectancyJuly 25, 2026

Win Rate vs Expectancy: Metrics That Matter

Stop obsessing over win rate. Learn why expectancy, risk-reward, and drawdown are the metrics that determine long-term trading success.

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Elon Musk Tweet Counts: 64 Weeks of Data, Archived
Guidesprediction marketpolymarketJuly 20, 2026

Elon Musk Tweet Counts: 64 Weeks of Data, Archived

We collected 64 settled weeks of Polymarket's Elon Musk tweet-count markets. Distribution, seasonality, and what the numbers mean for bracket bettors.

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AI Trading Metrics: Measure What Actually Matters
Guidesai tradingperformance metricsJuly 16, 2026

AI Trading Metrics: Measure What Actually Matters

A practical guide to AI trading performance metrics: total return, Sharpe ratio, Sortino, max drawdown, win rate, expectancy, and profit factor.

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AI Trading Risk Management: Protect Capital First
Guidesai tradingrisk managementJuly 16, 2026

AI Trading Risk Management: Protect Capital First

Understand AI trading risks and build a practical risk management framework with position sizing, stop losses, drawdown limits, kill switches, and leverage rules.

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AI Trading vs Algorithmic Trading: Key Differences
Guidesai tradingalgorithmic tradingJuly 16, 2026

AI Trading vs Algorithmic Trading: Key Differences

Confused about AI trading vs algorithmic trading? Learn how they differ, where they overlap, when each term is used, and what it means for your strategy.

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How to Spot Fake AI Trading Gurus on YouTube
Guidesai tradingyoutubeJuly 16, 2026

How to Spot Fake AI Trading Gurus on YouTube

Protect your capital by learning the red flags of fake AI trading gurus on YouTube: unrealistic returns, hidden affiliations, rented Lambos, and no verified track record.

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Machine Learning in Trading: Beginner Overview
Guidesai tradingmachine learningJuly 16, 2026

Machine Learning in Trading: Beginner Overview

New to machine learning trading? Discover supervised, unsupervised, and reinforcement learning, common models, and why ML is hard in live markets.

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AI Trading for Beginners: Start Here in 2026
Guidesai tradingbeginnersJuly 13, 2026

AI Trading for Beginners: Start Here in 2026

New to AI trading? Learn how does AI trading work, what it really is, common risks, and how to choose your first tool without getting scammed.

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The 60-Day Paper-to-Live Checklist for Algo Traders
Guidespaper tradinglive tradingJuly 13, 2026

The 60-Day Paper-to-Live Checklist for Algo Traders

A practical 60-day checklist that helps algorithmic traders move from paper trading to live capital safely, with readiness checks, sizing rules, and kill switches.

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What Retail AI Trading Can and Cannot Do
Guidesretail tradingreality checkJuly 13, 2026

What Retail AI Trading Can and Cannot Do

A sober look at what AI trading can actually deliver for retail traders, what it cannot fix, and how to build realistic expectations before spending money.

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Does AI Trading Really Work? A 2026 Guide
GuidesguidebeginnersJuly 3, 2026

Does AI Trading Really Work? A 2026 Guide

Does AI trading really work? Can AI predict the stock market? We cut through the hype around AI trading bots and explain what works for retail traders in 2026.

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Strategies

17 articles
AI Correlation Hedging: Reduce Correlation Risk
Strategiesai tradingcorrelationJuly 24, 2026

AI Correlation Hedging: Reduce Correlation Risk

Learn how to use AI to monitor correlations and build hedges that protect your portfolio during market stress and correlation spikes.

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AI Dynamic ATR Stop Loss: Smarter Stops
Strategiesai tradingstop lossJuly 24, 2026

AI Dynamic ATR Stop Loss: Smarter Stops

Learn how to use Average True Range to set dynamic stop losses that adapt to market volatility and protect your capital.

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AI Strategy Comparison: Rank and Select Strategies
Strategiesai tradingstrategy comparisonJuly 24, 2026

AI Strategy Comparison: Rank and Select Strategies

Build a systematic framework for comparing AI trading strategies using risk-adjusted metrics, robustness tests, and real-world constraints.

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AI Risk Parity: Build a Risk-Balanced Portfolio
Strategiesai tradingrisk parityJuly 23, 2026

AI Risk Parity: Build a Risk-Balanced Portfolio

Learn how to build a risk parity portfolio where each asset contributes equally to total portfolio risk using AI-driven volatility forecasts.

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AI Social Sentiment: Trade Social Media Signals
Strategiesai tradingsentimentJuly 23, 2026

AI Social Sentiment: Trade Social Media Signals

Build an AI trading strategy that uses social media sentiment from Reddit, Twitter, and StockTwits as a signal layer with proper risk controls.

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AI Long-Short Equity: Market-Neutral Portfolio
Strategiesai tradinglong shortJuly 22, 2026

AI Long-Short Equity: Market-Neutral Portfolio

Learn how to build an AI long-short equity strategy that ranks stocks and balances long and short positions for market-neutral exposure.

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AI Breakout Strategy: Trade Price Breakouts
Strategiesai tradingbreakoutJuly 21, 2026

AI Breakout Strategy: Trade Price Breakouts

Build an AI-enhanced breakout trading strategy. Learn how to identify breakouts, filter false signals, and manage risk.

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AI Pairs Trading: Build a Mean Reversion Bot
Strategiesai tradingpairs tradingJuly 21, 2026

AI Pairs Trading: Build a Mean Reversion Bot

Learn how to use AI and statistics to find cointegrated pairs and build a pairs trading strategy that bets on convergence.

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AI Trend Following vs Mean Reversion: Pick a Style
Strategiesai tradingtrend followingJuly 21, 2026

AI Trend Following vs Mean Reversion: Pick a Style

Compare AI-powered trend following and mean reversion strategies. Learn when each works, how to build them, and how to avoid common pitfalls.

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AI Day Trading: Algorithms for Intraday Setups
Strategiesai tradingday tradingJuly 13, 2026

AI Day Trading: Algorithms for Intraday Setups

Discover practical AI day trading strategies, including momentum, mean reversion, and breakout setups, plus the tools and risk rules you need to survive.

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Backtest an AI Trading Bot Without Overfitting
StrategiesbacktestingoverfittingJuly 13, 2026

Backtest an AI Trading Bot Without Overfitting

Validate AI trading strategies without overfitting. Use walk-forward and out-of-sample testing, account for costs, and spot repainting indicators.

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Tools

9 articles
FinRL vs Stable Baselines 3: RL Library Comparison
Toolsreinforcement learningfinrlJuly 18, 2026

FinRL vs Stable Baselines 3: RL Library Comparison

Compare FinRL and Stable Baselines 3 for building reinforcement learning trading agents. Learn when to use each and how to avoid common pitfalls.

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OpenBB vs Bloomberg Terminal for Retail
Toolsopenbbbloomberg terminalJuly 18, 2026

OpenBB vs Bloomberg Terminal for Retail

Can OpenBB replace Bloomberg Terminal for retail traders? Compare data coverage, cost, workflow, and AI features to find out.

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freqtrade vs Hummingbot: Crypto Bot Comparison
Toolsai tradingcryptoJuly 17, 2026

freqtrade vs Hummingbot: Crypto Bot Comparison

Compare freqtrade and Hummingbot across features, asset support, strategy types, and ease of use. Find the best open-source crypto trading bot for your goals.

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QuantConnect vs Backtrader vs Alpaca vs MQL5
ToolsquantconnectbacktraderJuly 13, 2026

QuantConnect vs Backtrader vs Alpaca vs MQL5

A hands-on comparison of four popular algorithmic trading stacks. Learn which platform fits your skill level, budget, asset classes, and migration path.

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Top Open-Source AI Trading Projects (2026)
Toolsgithubopen sourceJuly 13, 2026

Top Open-Source AI Trading Projects (2026)

A hands-on review of the most popular open-source AI trading projects on GitHub, including TradingAgents, OpenBB, freqtrade, FinRL, and QuantConnect Lean.

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Best AI Trading Bots 2026: Hands-On Comparison
ToolsreviewbotsJuly 3, 2026

Best AI Trading Bots 2026: Hands-On Comparison

AI trading review 2026: we tested the most popular AI trading bots and software for stocks and crypto. Honest comparison of features, pricing, and risks.

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Tutorials

23 articles
Your First AI Trading Bot Should Be a Simple EMA
Tutorialsbeginnersema crossJuly 26, 2026

Your First AI Trading Bot Should Be a Simple EMA

Why beginners should start with a simple EMA crossover bot before adding complexity, and how to build one with Python, backtest it, and paper trade it safely.

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AI-Trader Copy Trading: Beginner's Guide
Tutorialsai-tradercopy tradingJuly 20, 2026

AI-Trader Copy Trading: Beginner's Guide

Learn how to register an AI trading agent, publish signals, and copy-trade on AI-Trader's platform using paper trading.

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Superalgos: Visual Crypto Trading Automation
TutorialssuperalgoscryptoJuly 19, 2026

Superalgos: Visual Crypto Trading Automation

Learn how to use Superalgos, an open-source visual platform for building, backtesting, and deploying crypto trading strategies without writing code.

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Jesse Framework: Beginner Crypto Bot Guide
TutorialsjessecryptoJuly 18, 2026

Jesse Framework: Beginner Crypto Bot Guide

Learn how to use Jesse, a Python crypto algo trading framework with advanced backtesting, machine learning, and live trading features.

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AI Trading Data Pipeline: Ingestion to Validation
Tutorialsai tradingdata pipelineJuly 16, 2026

AI Trading Data Pipeline: Ingestion to Validation

Understand the full AI trading data pipeline: ingestion, cleaning, feature engineering, storage, validation, and common data quality issues, with Python code.

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Convert YouTube Trading Strategies to Backtests
Tutorialsai tradingyoutubeJuly 16, 2026

Convert YouTube Trading Strategies to Backtests

Learn how to turn an AI trading strategy you saw on YouTube into a real Python backtest. Step-by-step workflow, common traps, and code included.

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ai-hedge-fund: Multi-Agent LLM Investment Decisions
Tutorialsai hedge fundmulti-agentJuly 13, 2026

ai-hedge-fund: Multi-Agent LLM Investment Decisions

A hands-on walkthrough of the ai-hedge-fund open-source project. Learn how multi-agent LLMs mimic Buffett, Graham, Lynch, and Wood to generate investment signals.

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backtrader Backtesting Basics: Validate Before AI
TutorialsbacktraderbacktestingJuly 13, 2026

backtrader Backtesting Basics: Validate Before AI

Learn how to backtest a simple SMA crossover strategy in backtrader, plot equity curves, and run walk-forward validation before layering on machine learning.

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Train Your First RL Trading Bot with FinRL
Tutorialsfinrlreinforcement learningJuly 13, 2026

Train Your First RL Trading Bot with FinRL

A hands-on guide to building your first reinforcement-learning trading bot using FinRL, including environment setup, PPO and SAC training, and comparison to buy-and-hold.

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Freqtrade Beginner Guide: Your First Crypto Bot
TutorialsfreqtradecryptoJuly 13, 2026

Freqtrade Beginner Guide: Your First Crypto Bot

AI crypto trading bot tutorial: learn how to install Freqtrade, configure, write a Python strategy, backtest, and run your first bot in dry-run mode.

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Free AI Quant Research Stack with OpenBB
TutorialsopenbbpythonJuly 13, 2026

Free AI Quant Research Stack with OpenBB

A hands-on guide to building a zero-cost quantitative research stack using OpenBB, Python, and pandas. Pull real market data, build signals, and avoid common pitfalls.

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First Local Algorithm with QuantConnect Lean
TutorialsquantconnectleanJuly 13, 2026

First Local Algorithm with QuantConnect Lean

A hands-on guide to installing the QuantConnect Lean CLI, creating your first algorithm project, running local backtests, and paper trading from your own machine.

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Build an AI Trading Agent with Claude Code
TutorialstutorialagentJuly 3, 2026

Build an AI Trading Agent with Claude Code

Build a Claude trading bot step-by-step using Claude Code Routines and the Alpaca API. Includes complete code, risk guardrails, and deployment tips.

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