Blog

Volatility-Targeted Position Sizing: Risk First, Returns Second

Most investors size positions by conviction or dollar amount. Volatility targeting sizes by risk — holding less of what moves violently and more of what's calm — to keep portfolio risk roughly constant.

June 10, 2026

Crypto7 min read

Trailing Stops in Crypto: Letting Winners Run Without Giving It All Back

Crypto's volatility punishes both panic-selling and round-tripping a big gain. A well-designed trailing stop with a disciplined re-entry rule threads that needle better than a fixed stop or an SMA guard.

June 7, 2026

Risk Management6 min read

Sharpe vs. Sortino: Which Risk-Adjusted Return Metric Actually Matters

Sharpe ratio gets most of the press, but the Sortino ratio may be a better measure of how well your strategy handles downside risk. Here's when each one tells you the truth.

June 3, 2026

Max Drawdown: The Metric That Matters More Than Returns

Most traders focus on returns and ignore max drawdown. Here's why drawdown is the better measure of strategy quality—and how Lukra optimizes for it.

May 29, 2026

Trading Strategy6 min read

The Overtrading Tax: Why Doing Less Often Earns More

Every trade carries costs — spread, slippage, fees, and taxes — plus the hidden cost of being wrong more often. For most strategies, trading less is the single cheapest way to improve returns.

May 26, 2026

Strategy Spotlight6 min read

Crypto Rotation Strategies: How AI Allocates Across BTC, ETH, and SOL

AI crypto rotation strategies beat buy-and-hold by dynamically shifting between BTC, ETH, and SOL based on on-chain metrics, momentum, and cross-asset correlation.

May 22, 2026

Backtesting vs. Live Performance: What the Gap Really Means

Backtested returns almost always overstate live performance. Here's why—overfitting, slippage, survivorship bias—and how Lukra addresses each gap honestly.

May 19, 2026

Strategy Spotlight7 min read

Regime Filters and the 200-Day Line: How Systematic Models Sidestep Bear Markets

A simple regime filter built on long-horizon moving averages won't catch tops or bottoms — but it keeps disciplined models out of the worst of bear markets, which is most of the battle.

May 16, 2026

Inside the SPY v4 Model: Architecture of an AI Trading Strategy

A transparent look at the SPY v4 model's architecture—how input features, regime detection, and position sizing work together in Lukra's flagship AI trading strategy.

May 12, 2026

Walk-Forward Analysis: Testing Strategies the Way Markets Actually Move

Static backtests overfit to the past. Walk-forward analysis re-optimizes and re-tests on a rolling basis — a far more honest measure of whether a strategy will survive live markets.

May 8, 2026

Technology7 min read

Sentiment Analysis in Trading: How NLP Captures Market Mood

Learn how NLP-powered sentiment analysis reads market mood from news, social media, and earnings calls—and how Lukra uses it to trade before price moves.

May 5, 2026

Sector Rotation Strategies: How AI Identifies the Next Move

The economic cycle drives sector performance in predictable patterns. AI systems can detect rotation signals earlier than traditional indicators — but timing remains the hardest part.

April 27, 2026

The Psychology of Trusting an Algorithm With Your Money

Handing financial decisions to a machine triggers deep psychological resistance. Understanding why — and how to manage it — is essential for anyone using algorithmic trading.

April 24, 2026

How AI Models Handle Black Swan Events

No model can predict a black swan. But the best AI trading systems are built to survive them. Here's how defensive mechanisms, circuit breakers, and regime gates protect capital during tail events.

April 22, 2026

Education7 min read

Market Microstructure: What Retail Traders Don't See

Behind every stock quote is a complex ecosystem of market makers, order books, and liquidity dynamics. Understanding market microstructure helps you trade smarter.

April 20, 2026

Risk Management6 min read

Why Most Trading Bots Fail (And What Makes the Survivors Different)

The vast majority of trading bots lose money or stop working within months. Here are the specific failure modes — and what separates durable systems from disposable ones.

April 17, 2026

The Hidden Cost of Trading: Slippage, Fees, and Execution Quality

Transaction costs silently erode returns over time. Learn how slippage, spreads, and fees compound — and how AI systems optimize execution to minimize their impact.

April 15, 2026

Education8 min read

How to Evaluate an AI Trading Platform (Without Getting Fooled)

The AI trading space is full of misleading claims. Here's what to actually look for — and what red flags should make you walk away — when evaluating an algorithmic trading platform.

April 13, 2026

Mean Reversion vs. Momentum: When Each Strategy Wins

Most traders pick one strategy and stick with it. AI systems dynamically switch between mean reversion and momentum based on market regime — and the data shows why that matters.

April 10, 2026

The Role of Volume in Algorithmic Trading Decisions

Price tells you where a market moved. Volume tells you whether the move was real. Learn how AI trading systems use volume analysis to confirm signals and avoid traps.

April 8, 2026

Market Analysis5 min read

Portfolio Correlation: Why Diversification Isn't What You Think

Correlations spike during market crashes — exactly when you need diversification most. Learn how AI systems monitor rolling correlations to manage real portfolio risk.

April 6, 2026

AI & Trading6 min read

How AI Trading Systems Handle Earnings Season Volatility

Earnings season creates predictable volatility spikes that break simple trading strategies. Learn how AI-powered systems detect and adapt to earnings-driven regime shifts in real time.

April 3, 2026

Education7 min read

Algorithmic Trading for Beginners: What You Need to Know in 2026

Algorithmic trading is no longer reserved for hedge funds. Learn how AI-powered platforms are making systematic trading accessible to retail investors in 2026.

April 1, 2026

Technology6 min read

What It Actually Takes to Build a Trading Algorithm That Works

Everyone wants to build a trading algorithm. Most fail in the same predictable ways. Here's the honest breakdown of what actually matters and what doesn't.

March 30, 2026

Reading the Fed: How AI Trading Systems Use Macro Signals

Federal Reserve decisions move markets more than almost anything else. Here's how AI trading systems process Fed signals — and why discretionary traders misread them.

March 27, 2026

Strategy Spotlight5 min read

The Overnight Hold Decision: How AI Weighs Risk vs. Reward

Should you hold overnight or close at the bell? This is one of systematic trading's most consequential calls — here's how AI makes it consistently.

March 25, 2026

Risk Management5 min read

Stop-Loss Strategy: Why Simple Triggers Are Not Enough

A fixed percentage stop-loss feels like risk management, but it's often the wrong tool. Here's how systematic trading approaches loss prevention differently.

March 23, 2026

AI & Trading5 min read

How Automated Trading Systems Handle Overnight Risk

Going flat at the close vs. holding overnight is one of the most consequential decisions in systematic trading. Here's how AI navigates it with data.

March 21, 2026

Education5 min read

Sharpe vs. Sortino: Which Risk Metric Should You Actually Care About?

Both the Sharpe and Sortino ratios measure risk-adjusted return, but they tell different stories. Here's when each matters and how to use them correctly.

March 18, 2026

Performance5 min read

Why Trading Performance Metrics Lie (And Which Ones Actually Don't)

Annual returns look great until you understand what they hide. Here are the trading performance metrics that actually tell you whether a strategy is working.

March 16, 2026

AI & Trading5 min read

How AI Detects Market Regime Shifts Before They're Obvious

Market regimes change. Most traders notice too late. Here's how AI systems identify the shift from trending to choppy, bull to bear — before it's obvious.

March 14, 2026

Risk Management5 min read

Position Sizing: The Skill Most Retail Traders Completely Ignore

Most traders obsess over entries. The ones who survive obsess over position sizing. Here's why it's the most important variable in systematic trading.

March 11, 2026

Market Analysis5 min read

Trading in a High-VIX Environment: What the Data Actually Shows

When VIX spikes, most traders panic or freeze. Here's what the data shows about how to navigate high-volatility markets with a systematic approach.

March 9, 2026