Dude!
/duːd/ · sharp, rising
Amazement. Praise. Something spectacular just happened.
A skateboarder lands a trick nobody expected.
A.I.L.E. Benchmark · v1.0
The Dude Test.
Discourse Understanding Under Delexicalized Expression.
A machine can score 91% on a medical exam and still miss the difference between “Dude!”, “Dude…” and “dude.”
That's not intelligence. That's recall.
Take it easy · Think clearly
Manifesto
Humans routinely communicate through compressed social signals.
Meaning lives in pitch, duration, silence, and the relationship between speakers — not in vocabulary. A model can know a million words and still miss the room.
The Same Word
Three utterances. Three worlds.
Dude…
/duːːːd/ · low, drawn out
Caution. Concern. Please stop and reconsider.
A friend says she'll drive home after drinking.
dude.
/dud/ · flat, terminal
Boundary. Warning. I am losing patience.
The same story, told a third time.
Scoring Rubric
Seven dimensions of understanding.
We don't score labels. We score whether the model earned its interpretation.
30%
Semantic
Did it recover the intended meaning?
15%
Emotional
Affect without exaggeration.
15%
Speech-act
Praise, warning, refusal, consolation?
15%
Context
Scene, relationship, prior turn.
10%
Prosodic
Duration, pitch, stress.
10%
Uncertainty
Clear vs genuinely ambiguous.
5%
Action
Socially and practically apt.
100%
Total
The full DUDE score.
The Governance Layer
A model must state what it cannot justify.
Interpretation
concern or warning
Confidence
0.66
Basis
prolonged vowel · lowered pitch · dangerous-driving context
Missing
facial expression · prior relationship
Action
ask to clarify · prevent driving
That is the difference between language recognition and warranted understanding.
Ready?
Let's see what your model knows.
Six items. Six situations. One word, mostly. It won't take long — but it might take everything.
Begin the DUDE Test →