FINAL-Bench / metacog-adapter-Darwin-28B-Opus

huggingface.co
Total runs: 43
24-hour runs: 0
7-day runs: 10
30-day runs: 43
Model's Last Updated: June 30 2026

Introduction of metacog-adapter-Darwin-28B-Opus

Model Details of metacog-adapter-Darwin-28B-Opus

AETHER Metacognition Adapter — Darwin-28B-Opus

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.

Scores — AETHER Metacognition Benchmark (free-form, held-out)
Metric Value
Adapter gain (Δ AUROC vs the model's own confidence) -0.038
Error-detection AUROC (adapter) 0.337
Base-confidence AUROC 0.375

A positive gain means this adapter detects the model's errors better than the model's own confidence.

Files
  • adapter.safetensors — adapter weights (base model frozen)
  • config.json — metadata (base model, hidden size)
Links

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

More Information About metacog-adapter-Darwin-28B-Opus huggingface.co Model

More metacog-adapter-Darwin-28B-Opus license Visit here:

https://choosealicense.com/licenses/other

metacog-adapter-Darwin-28B-Opus huggingface.co

metacog-adapter-Darwin-28B-Opus huggingface.co is an AI model on huggingface.co that provides metacog-adapter-Darwin-28B-Opus's model effect (), which can be used instantly with this FINAL-Bench metacog-adapter-Darwin-28B-Opus model. huggingface.co supports a free trial of the metacog-adapter-Darwin-28B-Opus model, and also provides paid use of the metacog-adapter-Darwin-28B-Opus. Support call metacog-adapter-Darwin-28B-Opus model through api, including Node.js, Python, http.

metacog-adapter-Darwin-28B-Opus huggingface.co Url

https://huggingface.co/FINAL-Bench/metacog-adapter-Darwin-28B-Opus

FINAL-Bench metacog-adapter-Darwin-28B-Opus online free

metacog-adapter-Darwin-28B-Opus huggingface.co is an online trial and call api platform, which integrates metacog-adapter-Darwin-28B-Opus's modeling effects, including api services, and provides a free online trial of metacog-adapter-Darwin-28B-Opus, you can try metacog-adapter-Darwin-28B-Opus online for free by clicking the link below.

FINAL-Bench metacog-adapter-Darwin-28B-Opus online free url in huggingface.co:

https://huggingface.co/FINAL-Bench/metacog-adapter-Darwin-28B-Opus

metacog-adapter-Darwin-28B-Opus install

metacog-adapter-Darwin-28B-Opus is an open source model from GitHub that offers a free installation service, and any user can find metacog-adapter-Darwin-28B-Opus on GitHub to install. At the same time, huggingface.co provides the effect of metacog-adapter-Darwin-28B-Opus install, users can directly use metacog-adapter-Darwin-28B-Opus installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

metacog-adapter-Darwin-28B-Opus install url in huggingface.co:

https://huggingface.co/FINAL-Bench/metacog-adapter-Darwin-28B-Opus

Url of metacog-adapter-Darwin-28B-Opus

metacog-adapter-Darwin-28B-Opus huggingface.co Url

Provider of metacog-adapter-Darwin-28B-Opus huggingface.co

FINAL-Bench
ORGANIZATIONS

Other API from FINAL-Bench