Pai 的 AI 雷达
今天这份简报把编码代理的成本追踪、Claude Code 实践、Copilot 自动选模和代理编码对 CI 的影响放在前面，也收录 MoE 训练、AI 助理、代理评测、开发者活动与一批开源工具；阅读时先抓每条的事实动作，再按自己的开发、训练或产品场景筛选可复用的机制。
GitHub Copilot auto model selection now offers three tiers: efficiency, balance, and intelligence. Choose the tier that reflects how you want auto to weigh cost, quality, and response time for each prompt. Copilot will then optimize accordingly. Efficiency prioritizes keeping cos
DevFest 2026 is back and here’s how you can connect with one of the more than 800 global events to build, secure, and scale in the agentic AI era.
Mixture of experts (MoE) has become one of the defining architectural trends in large-scale AI model training. DeepSeek, Qwen, and Mixtral are examples of MoE models that match or exceed the performance of dense model counterparts at a fraction of the training compute. MoE models
Christina Koch sits down with James Manyika, Google’s Senior Vice President of Research, Labs, Technology & Society.
Fyxer uses OpenAI models, fine-tuning, memory, and real user feedback to organize inboxes and draft emails in each user’s voice.
Agentic coding is straining CI. Here’s how we scaled test impact analysis at Anthropic
arXiv:2609.04865v2 Announce Type: replace Abstract: Skill libraries improve the sample efficiency of agentic reinforcement learning (RL) by enabling large language model (LLM) agents to reuse procedural knowledge. Yet existing paradigms exhibit structural shortcomings: they eithe
arXiv:2609.12808v1 Announce Type: new Abstract: Unlearning benchmarks such as TOFU and MUSE certify forgetting by reading the model's final answer, where a model that refuses to answer already counts as having forgotten. We show that this model-level certificate does not transfer
Claude for Financial Advisors
Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.
The contagion of fear Bryan Cantrill responds to the tweet by former Anthropic employee Jacob Coxon confirming that many Anthropic researchers believe AI "could kill us all by the end of the decade". Bryan shares a story of his own youthful mistakes causing unjustified panic amon
Android app testing inside your coding agent Discussion | Link
Release: commit-rewriter 0.1 I built this little web app the other day to help edit the commit messages for the Datasette security releases . The initial commits were full of coding agent cruft and references to issue IDs from our private repository, so they weren't fit for publi
📌 一句话摘要 作者提问为什么 Agent 不能靠实时微调参数自我学习，并探讨 Claude Code 的 AutoDream 是如何整理记忆的。 📝 详细摘要 作者提出了关于 Agent 自我学习机制的两个核心问题：一是为什么 Agent 不能通过实时微调参数来实现持续学习，二是 Claude Code 的 AutoDream 功能如何高效整理与管理记忆。这条推文将理论问题（微调参数的局限性）与具体产品实现（AutoDream 的设计逻辑）结合，展现了对 Agent 系统架构的思考。 💡 主要观点 Agent 自我学习不应依赖实时微调参数 实时微调参数
📌 一句话摘要 作者分享利用超长视频录制+AI 剪辑的方式高效出内容，一次录制可生成 50-100 条视频，但强调需要保持穿着、位置一致才能实现无限切片。 📝 详细摘要 作者记录自己尝试的视频创作新方法：一次性录制几小时到十几小时的超长素材，然后利用 AI 进行剪辑。他分享了之前剪辑 60 分钟视频时发现的 AI 剪辑优势：自动识别废话、优化视频顺序、精简重复表述。关键发现是只要原始素材包含所需内容，AI 就可以重组出不同视频。但他发现线下课三天穿衣不同导致 AI 无法跨天重组。计划未来找熟悉领域，让 AI 问 100 个问题后连续录一天视频，保持所有外
Show your stack! The social home for your dev tools Discussion | Link
I run marketing for GitHub in Japan and Korea, and events are the heartbeat of it: a recurring webinar series for enterprise developers, community meetups in Tokyo, invite-only executive sessions in Seoul. What does a developer in this market actually need right now? Which topics
Suno 发布新一代音乐模型 v6，与 Warner Music Group、BMG、Believe 等行业伙伴合作开发，后续将全面替换旧模型。v6 分为三个版本：旗舰 v6 和探索向的 v6-wild 面向 Pro 与 Premier 订阅用户，更快的 v6-mini 向所有人开放。
Best Knowledge Engine Platforms in 2026
The difference between FDE and consulting; diagram by Vinoo Ganesh FDEs have the hottest job in AI. Labs, startups and PE firms are all hiring engineers to sit inside their customers’ operations and solve their problems . Almost none of them agree on what those engineers are supp
Congrats to Harvey but we covered that already . AI News for 9/8/2026-9/9/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of Latent Space . You can opt in/out of email fr
A lot has happened in the last few weeks. I am sure that OpenAI’s GPT-6 Astra is top of mind for everyone right now. In particular, thoughts on its performance, the looped transformer/recurrent depth aspects, and rumors that Astra is “hiding” its reasoning trace (i.e., chain of t