Surveys
A looped (or recurrent-depth) transformer applies the same weight-tied block repeatedly to a token's hidden state, turning "depth" from a fixed property of the parameter count into a variable that can be spent at inference time.
Surveys
The capability of an agent increasingly depends not on its base model but on the harness built around it: instructions, context management, memory, tools and skills, control flow and orchestration, and the agent's own code.
Surveys
Computer-use agents — systems that operate graphical interfaces through screenshots, accessibility trees and keyboard-and-mouse actions — moved in roughly three years from scripted proofs of concept to trained models that complete a majority of single-application tasks on…
Surveys
Game production is being reorganised: from "humans write the code, humans make the assets, humans playtest" to "an agent proposes the engineering structure, calls engine tools, and some verifier decides whether the result passes".