A lightweight
metacognition
adapter
(this is an adapter,
not
a fine-tune) for
FINAL-Bench/Darwin-28B-Opus
.
The base model's weights stay
frozen and unchanged
— the adapter only reads the base model's internal state to predict
when the base model is about to make a mistake
.
Platform & technology
Produced on
VIDRAFT's Darwin / Chimera model-generation platform
, with VIDRAFT's proprietary
AETHER metacognition-emergence technology
grafted on. The adapter surfaces a calibrated
"am I about to be wrong?"
signal that the base model's own confidence does not provide.
Why it matters
On free-form tasks a model's own confidence is a weak signal of correctness. This adapter recovers that signal, so a system can defer, double-check, or escalate exactly when the model is likely wrong.
Proprietary — "AETHER Metacognition Adapter (proprietary)". Weights released for evaluation; the training/inference method (VIDRAFT Darwin/Chimera platform + AETHER metacognition emergence) is proprietary and not included.
Runs of FINAL-Bench metacog-adapter-Darwin-28B-Opus on huggingface.co
43
Total runs
0
24-hour runs
6
3-day runs
10
7-day runs
43
30-day runs
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