The most important stories about money, business and power. Hosted by Ryan Knutson and Jessica Mendoza. The Journal is a co-production of Spotify and The Wall Street Journal.

A standoff over a 78-unit Petaluma park looks to be a pivotal case to determine if a wave of local regulations limiting rent hikes, closures and conversions an can ...

A bite-sized show about big ideas. From the people who make Planet Money, The Indicator helps you make sense of what's happening in today's economy. It's a quick hit of insight into money, work, and ...

U.S. and Iranian attacks are unfolding in a way that risks a wider war they cannot contain, analysts warn, unless they can return to negotiations quickly. By Erika Solomon Andy Burnham, who is set to ...

Somewhere in your organization, the answer to next quarter's hardest question already exists. It sits in a contract clause nobody indexed, a support ticket thread nobody summarized, a call transcript ...

On the Media is a weekly show that uses the media as a lens to understand our world. On the Media listeners say the show is an essential companion, helping them survive the firehose of media coming at ...

The Old Ladies Against Underwater Garbage estimate they’ve removed 6,000 pounds of refuse from ponds on Cape Cod. “There’s no better feeling,” one said. By Cara Buckley and Billy Hickey Big business ...

A likely Democratic Presidential candidate says the U.S. must end unconditional support for Israel. Emanuel explains his proposal for Middle East peace, and his position on trans rights.

扩散语言模型展现出较高的发展潜力，但在代码等形式语言生成任务中，仍难以稳定满足语法约束。针对这一问题，本文提出了针对扩散语言模型约束解码方法 —— LAVE，通过对扩散语言模型的中间输出进行前瞻补全与语法验证，为模型生成过程提供了可靠的语法保障。实验表明，LAVE 能够显著提升多种扩散语言模型生成形式化语言（例如源代码、JSON、化学表达式）的语法正确率，同时改善功能正确率，并保持较低的推理开销。

AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。