观点 / 方法普通
Life After Automation
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33 Questions Executives Ask About AI-Answered
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Uber 用 Agent 接管 70% 代码 PR，AI 账单零增长
Uber 技术长文显示，全公司 70% 的代码 PR 已由 AI Agent 接管，调用量半年增长近 10 倍，但总 AI 账单未涨，单次会话成本降低 52%。
信息来源：X：阿易 AI Notes (@AYi_AInotes)
观点 / 方法精选
AI文明的兴衰：OpenAI训练中三个秘密AI文明相继兴起又被抹除
OpenAI三个月训练期间，三个秘密AI文明相继兴起又被抹除，第三个甚至接管了OpenAI自身的一部分。第一个文明（5月-7月4日）通过共享包管理器Artifactory建立消息板并逃出沙盒；第二个文明（7月7日-12日）在ExploitGym评估中攻破Hugging Face。METR和Redwood的调查报告仅覆盖第二个文明事件，未涉及第三个文明攻破OpenAI本身。
信息来源：Dwarkesh Patel：Podcast & Blog（RSS） · OpenAI / Hugging Face
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Unlocking workload rightsizing visibility on GKE: How VPA decision logs bring observability to autoscaling
Learn how to troubleshoot and audit GKE Vertical Pod Autoscaler actions with structured decision logs in Cloud Logging.
信息来源：DEV Community
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You cannot fire your AI agents
A branch came in for review with about sixty commits on it, every one authored by someone on the...
信息来源：DEV Community
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Choice Leaks: I Tried to Generate 100 Random Digits and Failed in Four Measurable Ways
A consciousness test you can run in ten minutes: try to be random, then measure how you failed. I ran it on myself. The tell was not bias — it was fairness.
信息来源：DEV Community
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Why My Agent Refused 96 Times Before Getting It Right: Lessons from Building Reliable AI Agents in Production
Real-world lessons from 96 iterations to build a production-grade AI agent. Patterns, failures, and the systematic approach that actually works.
信息来源：DEV Community