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January 2026•12 min read

LLM-Based Algorithmic Trading: The 2025 Trend Report

Large Language Models have entered algorithmic trading with unexpected force. This report examines what's working, what's broken, and where the field is headed—from live market evidence to the critical 10× research imbalance.

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Explore our complete archive of research, technical deep dives, and market analysis.

Research

January 2026•12 min read

LLM-Based Algorithmic Trading: The 2025 Trend Report

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Industry Insights

January 2026•14 min read

AI-Only Companies: The Inevitable Future or Silicon Valley Myth?

Elon Musk's vision of companies with zero human employees has rippled through Silicon Valley. This report examines what AI-only firms actually look like today, what research says about their feasibility, and what the first generation of fully autonomous companies might actually achieve.

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Technical

January 2026•12 min read

Time-Travel Contamination: The Silent Killer of Backtest Results

Imagine you're evaluating a new AI trading system. The backtest shows 50% annualized returns over 10 years. The Sharpe ratio is pristine at 3.2. Drawdowns are tiny—never exceeding 5%. You're convinced. You allocate $10 million. Three months later, the strategy loses 12%. Six months in, it's down 28%. By year-end, you've lost $2.8 million. What happened? The backtest was lying to you.

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Research

January 2026•13 min read

Why Explainability Matters for Institutional Trading

The SEC sent a warning in November 2025: AI may be generating returns, but can you explain why? This report examines why explainability matters so much for institutional trading, how it differs from academic AI performance, and what systems actually succeed in satisfying both institutional risk committees and regulators.

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Research

January 2026•15 min read

Superhuman Alpha Generation: What Fully Autonomous Trading Systems Can Actually Achieve

The claim sounds outlandish: an AI trading system that beats 93% of professional fund managers. A five-stock portfolio with 374% average annual returns. An algorithm that generates $17.1 million in additional alpha per quarter. These aren't fantasies—they're published research.

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