HARFI
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The whole ladder

FORTY TRIALS, FIVE SETS

Each trial is a specification the model’s answer has to satisfy exactly — a number of bullets, a hard word cap, valid JSON, a banned letter, one correct extraction from messy data. You never write the answer. You write the instruction that makes the model produce it, and a parser decides whether it did.

Set 1 is free and needs no card. The other four sets are part of Harfi Plus.

Set 1

SHAPE

Free

The machine will answer your topic happily and ignore your shape entirely. These eight trials are about making the shape stick — exact counts, hard caps, and nothing either side of the answer.

Set 2

SCHEMA

Plus

The step from “looks right” to “parses”. Every rule here runs a real parser, so output a downstream system would reject fails here too — a stray code fence is a failure, not a formatting quibble.

Set 3

FORBIDDEN

Plus

The first set where the machine fails for a reason you can feel. Told not to say “gravity” while explaining a black hole, it reaches for the word anyway, because the word is what the topic is made of.

Set 4

TRANSFORM

Plus

The most useful set here, and the only skill that doesn’t depreciate. Each trial hands you real data, and exactly one output is correct — so the question stops being “did it sound right” and becomes “did it process my data correctly”.

Set 5

CONTROL

Plus

Every set before this asks whether you can make it comply once. This one asks whether you can make it comply every time — on a model you never tested against, in fifteen words, at a temperature you don’t control.

START AT THE BEGINNING

Trial 1.1 asks for three bullet points, under fifty words, with nothing before or after. It sounds trivial and it is not — which is the whole idea.

READ TRIAL 1.1