swyx (@swyx)

앱 레이어(애플리케이션/에이전트)가 모델 레이어보다 구조적 우위를 가질 수 있다는 주장. 트윗은 오픈소스 에이전트 실험실들이 @openclaw 같은 해커들을 통해 자금 많은 모델 랩들을 능가할 수 있는 이유로 1) 여러 모델 출력 중 최적값을 선택(argmax)할 수 있음, 2) 안전 규제나 권한 제약을 과감히 무시(yolo)해 빠르게 실험·적용할 수 있음을 제시.

https://x.com/swyx/status/2022449122469646556

#opensource #agents #modeldevelopment #aisafety

swyx (@swyx) on X

re: app layer > model layer one structural advantage of why agent labs/open source hackers like @openclaw can run rings around the infinite money glitched model labs of the world is 1) they can simply argmax(all model labs) 2) they can yolo permissions without safetyniks

X (formerly Twitter)

Crop modelling frameworks like Cropbox allow modelers to define models in a convenient way, test alternative hypotheses, exchange model components, organize complex simulations, compare model output, and more. #CropModelling #ModelDevelopment #Simulation

🔬 Research: https://buff.ly/3JMTGbL
📰 Story from @botanyone https://buff.ly/44qF8Xo

Cropbox: a declarative crop modelling framework

Abstract. We introduce Cropbox, a novel modelling framework that supports various aspects of crop modelling in a unique yet concise style. Building a crop model

OUP Academic