The Brain / Capabilities / Evaluation suite

PROVE

Wrong calls become tests
it never fails again.

WorkElate Chief, the Brain, keeps every decision it got wrong, each with the answer a competent person would have given.

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What it looks like when it fires

A wrong call Tuesday, permanent by Thursday

01

The wrong interruption is captured

The Brain nudged an operations director about a slipped date on a closed project. The case is stored as it happened.

02

Labelled with the right answer: silence

A person writes the expected outcome. Silence is a real answer here; a suite grading only speech misses the harder half.

03

The mechanism changes, not the instance

Not a rule suppressing this project. What recall assembles changes, so the closed state sits in front of the judgment.

How it works

Per class, offline, fed by real failures

01

Accuracy per class is the honest metric

An aggregate can improve while the class you depend on degrades. Read per class, it is slower and harder to fool.

02

Every real wrong call becomes a case

The corpus was not written once at the start. It grows by the ways this system has actually been wrong.

03

Offline, with a class for overstatement

Cases run on stored context, no live systems, nothing spent, so they run often. One class catches the Brain overstating.

What it is not

Three honest limits

It covers the ways it has been wrong so far.

A case labelled by a wrong opinion is a wrong test.

It grades stored context, not an estate it never saw.

Updated 15 September 2026 · WE_AINA

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