Artificial Intelligence
The Constitution That Never Happened
The public does not arrive at the moment of authorization. It arrives at the moment of malfunction.
Evaluation
Evaluation
When Progress Speaks in the Verifier’s Dialect
How recursive AI systems can turn evaluator criteria into the hidden structure of improvement. Recursive verification has solved something real. Systems now search more broadly, refine more quickly, and sustain longer chains of improvement than one-shot generation ever allowed. But the gain changes the shape of failure. In recursive systems,
Artificial Intelligence
What the Benchmark Cannot See
AI progress became publicly visible through benchmarks: scores, leaderboards, deltas, and claims that could travel. But every machine for seeing intelligence also teaches us what not to see. Benchmarks make capability legible by removing variance. Deployment brings the excluded world back.