Pai 的 AI 雷达
今天：Copilot 用尽额度后可申请追加预算，Renoise AI 上线（创作工作流）。并行还有 DACA-GRPO。
Previously, when a member used all the Copilot AI credits available to them, they were blocked from Copilot features that consume credits. This release adds a flow for them to request more budget the moment they hit the limit. You can approve, adjust, or deny that request without
📌 一句话摘要 作者介绍 Renoise AI 的 Agent × Canvas：把 GPT Image 2.5、Seedance 2.5、Kling、MinMax 等模型整合进同一可视化画布，按量计费、Credits 永不过期，并内置人脸授权与开发者 API。 📝 详细摘要 作者介绍 Renoise AI 新上线的 Agent × Canvas，称其把分散在不同平台的 SOTA 模型（图像侧 GPT Image 2/2.5、香蕉，视频侧 Seedance 2.5、Kling 3.0 Omni、MinMax H3 等）整合进同一可视化画布，创作者无需分别
Diffusion large language models are a compelling alternative to autoregressive models, yet existing RL methods for diffusion treat all denoising steps as equally important and rely on biased, high-variance likelihood estimates. We identify two fundamental weaknesses: the absence