Zhengxiong Luo

Diffusion models no longer need to simultaneously plan and paint; inserting discrete "visual thought" tokens between VLMs and DiTs decouples high-level semantic reasoning from pixel synthesis for tighter alignment and direct intermediate control.

Code-Augur reveals hidden vulnerabilities in software by transforming agentic assumptions into explicit security specifications, leading to unprecedented detection rates.