
Stress-testing the benchmarks the AI industry runs on.
| Platform | Pricing | Only free issues | Publishes | Weekly | |
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| Issues | 5 | Founded | a month ago | Last Issue | 5 days ago |
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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-...
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...
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...
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...
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...
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The writers behind this newsletter.
Computer Science @ Stanford University | Research @ Free Systems
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