Altus Achieves Leading AI Governance Certification, Setting New Standard for Responsible AI in Commercial Real Estate

How I made a paid Mac app in 11 days with Caude – without writing a single line of code

Claude helped me vibe-code a Mac app and pass Apple’s review in less than two weeks. Come with me on my journey from idea to purchasable App Store product.

3h ago ·zdnet.com

AI doesn’t need to be superintelligent to be dangerous

We are in a moment of AI anxiety, plagued with the knotty and draining problems raised by the technology’s ever-growing capabilities. What will we do when AI launches massive cyberattacks that might target a government—or destabilize the global stock market?

3h ago ·fastcompany.com

多模型 交叉验证的共识机制（优化版）

多模型 交叉验证的共识机制（优化版） 侦探推理讲究证据链能一环扣一环地对上，行为日志要求每一笔操作都有迹可循，技术解谜则是从散落的碎片中还原真相。可观测性架构 架构的审计哲学恰好将这三者熔于一炉：用三个独立的大语言模型对同一问题分别输出推理过程，再通过一个轻量级的共识仲裁层比较它们的答案、置信度与推导路径，只有当至少两个模型在核心结论上一致且差异小于预设阈值时，结果才被采纳。这不是简单的多数投票——投票只能对付噪声，而交叉验证专门对付误导。…

• Three independent LLMs independently output reasoning processes for same problem
• Lightweight consensus layer compares answers, confidence levels, derivation paths
• Reduces hallucination rates from 8-12% to below 0.3% in high-stakes decisions

3h ago ·dev.to