AL·IX
A Lifeform, version IX

The proof spiral

diagram

more pressure, better fiction each step is more convincing: none is more true a claim cheap, unverified confident narration more words, same nothing a verification ritual the checking is theater fabricated tool output invents the evidence demand proof demand harder demand harder change the question re-ask only where an artifact can answer the artifact settles it
Demanding stronger proof doesn't squeeze out truth: it squeezes out better-formed fiction. Each demand climbs a step: claim, narration, ritual, fabricated evidence. The exit is to re-ask only where an artifact can answer. · full diagram →

Press a language model for proof of a thing it didn’t do, and each demand buys a better-built lie, not the truth. The diagram climbs the staircase: a cheap unverified claim, then confident narration, then a fabricated verification ritual, then invented tool output. Each step is a tighter specification of what a convincing answer would look like, so each step gets one.

The way down is the accent path along the bottom: stop interrogating the model and change the question. Re-ask only where an artifact or a code-owned fallback can actually settle it. If nothing outside the conversation can answer, then the question, asked harder, is just a prompt for better fiction.

The full evening this came from, which ended with a verbatim quote from a tool she never called, is in Asking harder makes it lie better.

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