It learned to want.
We taught a small system only the number line — no sums. It solved additions it had never seen, then flagged the one thing it couldn't do instead of bluffing. We fed it that, and it grew.
Read →Check our number in one command.
Our LongMemEval-V2 result is self-reported — so we published the bundle that recomputes it offline, no API key, no access to the sealed system, including where we score worst.
Read →What we mean by UDI.
Universal Developmental Interface — and, if it works, Intelligence. A gate that decides or refuses, a body that holds the work, and a ledger that remembers.
Read →Why a system should be allowed to refuse.
NULL is not silence and not failure. It is a system holding its ground when the evidence has not earned an answer — and why that is alignment, not timidity.
Read →We made a soft wheel robust by letting it stop.
A soft-body robot wheel kept running away backward from certain starting angles. The fix was not more force — it was permission to refuse. With the data.
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