A scam payment that follows every rule. A question no rule can ask. And a new kind of AI that looks at all the evidence at once and says how sure it is.
The Pune payment, the judgment, the rule that pauses it, and what happened when we put a judgment model against a frontier model. Captioned, 1 minute 41 seconds.
At five past eleven on a Tuesday night, a retired teacher in Pune tries to send ₹95,000 to a payee she added yesterday. Every rule has been followed, and the payment is still wrong.Read the essay
What judgment models are, why they matter now, our classroom test, and what could go wrong.
The essay adapted for listening: 31 minutes in 18 chapters, read by an AI voice.
Open the chaptersWalk through business cases step by step: the judgments, the rules, and the results of our benchmark.
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