Systematic Insights


Market perspectives, fund updates, and insights on systematic investing from the team at Blackworks Capital.

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Systematic Investing

Algorithms vs. Intuition: Why Code Wins in a Volatile Market

The hedge fund of the 1980s ran on conviction. Hire the smartest person in the room, give them capital, trust their gut. The floor trader with decades of experience, synthesizing fragments of information into decisive trades—that was the edge.

 

That model still exists. But it’s aging out, and there’s a reason.

Blackworks Capital Team · Mar 20, 2026 1:06:47 AM
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Risk Management

Overfitting Risk: When a Model Learns the Past Too Well

A student memorizes every practice test for a standardized exam. They can recite 500 answers perfectly. Then they sit the actual test and score mediocrely. They memorized the questions, not the principles.

Blackworks Capital Team · Mar 20, 2026 12:59:23 AM
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Fund Updates

What Exactly is a Hedge Fund? Dispelling the Myths

The term "hedge fund" carries baggage. Aggressive traders, excessive leverage, secretive strategies, astronomical fees, returns that are either dazzling or catastrophic. Hollywood hasn't helped.

The reality is considerably more mundane. And that's good news.

Blackworks Capital Team · Mar 20, 2026 12:58:56 AM
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Systematic Investing

Decoding Investment Performance: A Guide To Portfolio Metrics

A 25% annual return means nothing in isolation. Was it earned on a smooth ride or through stomach-churning drawdowns? Could you have gotten a similar result from a leveraged index fund? Did the manager deliver it consistently, or was it one brilliant quarter propping up three mediocre ones?

Blackworks Capital Team · Mar 20, 2026 12:58:38 AM
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Systematic Investing

Why Small Systematic Funds Can Be More Nimble Than Multi-Strategy Giants

The financial industry venerates size. A $50 billion AUM figure reads as a badge of competence. Investors have been trained to believe bigger equals safer, more established, more stable.

When it comes to generating alpha, this assumption inverts entirely. Size becomes friction.

Blackworks Capital Team · Mar 20, 2026 12:58:24 AM
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