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Dead Benchmarks

Vania Chow

Stress-testing the benchmarks the AI industry runs on.

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Latest Issues

The Working Capital Crisis Inside the AI Transition

I. The Mismatch

Recurring revenue has been the golden child of software economics, where customers signed annual contracts, paid in advance, and vendors recognized revenue ratably while collecting cash on day zero. Deferred revenue pre-...

5 days ago
1

The AI Industry Knows Its Most-Used Benchmark Is Broken. It Uses It Anyway.

The known broken thing

In June 2024, a team at the University of Edinburgh published a paper titled “Are We Done With MMLU?” They re-annotated three thousand questions from the benchmark by hand. They found that 6.5% of the items had wro...

20 days ago
1

Can You Fool an LLM Judge?

The AI industry has a grading problem, and its favorite solution is to hand the red pen to another AI. That’s LLM-as-judge evaluation. In our previous piece, we used this method to test whether constitutional AI actually improves moral reas...

a month ago

Does Constitutional AI Work?

In January 2026, Anthropic published an updated constitution for Claude — a 23,000-word document outlining the principles, values, and behavioral guidelines that shape how the model reasons about the world. It establishes a clear priority h...

a month ago
6
1

We Don't Have Safety Ratings for AI — And We're Already Letting It Drive

Before a car reaches a dealership, it gets crash-tested. Before a drug reaches a pharmacy, it passes clinical trials. Before a building opens to the public, it gets a structural inspection. These systems exist because the consequences of fa...

a month ago
5

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  • Vania Chow

    Computer Science @ Stanford University | Research @ Free Systems

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