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Layernote is a visual feedback tool for websites, PDFs, and images that enables clients to pin comments via share links, facilitating collaboration and integration with coding agents for development workflows.
This paper introduces Visual-SDPO, a self-distillation policy optimization framework that uses rendered visual feedback as privileged context to train code-generating LLMs, improving visual artifact quality across chart, UI, and slide generation benchmarks.