Unverified50% confidenceFactExact time
Test-time capability transfer needs no model retraining; the strong model builds the scaffolding and the weak model runs it directly, with no weight updates involved at any point.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe model-as-agent paradigm does not require task-specific training, has strong generalization ability and a short development cycle, but has natural bottlenecks in inference speed, context length and long-term consistency.78% similarUnverifiedCUE maintains its effectiveness when switching between different simulator large models without requiring retraining.75% similarUnverifiedRATED's contextual bandit module can rapidly adapt to runtime tool failures without requiring model retraining.74% similarUnverifiedThe model did not use any pretrained weights during training.73% similarUnverifiedThe skill package pattern guides model behavior through a layer of engineering specification constraints without requiring the model to be retrained.73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1050057API
curl https://kongchang.com/api/v1/knowledge/claims/1050057MCP
get_claim(id=1050057)