★ 精讲一 | Spotify 如何让智能体在 2000 万行代码库中运行:Claude Code、Honk 与工程验证体系 [视频]
来自 Claude
Spotify 架构师 Niklas Gustavsson 回顾他们如何在超过 2000 万行的后端 monorepo 里跑 Claude Code 智能体。关键不在模型本身,而在配套工程基建:内部平台 Honk 在 Kubernetes 里运行 Claude agent SDK,把 CI、构建、测试自动化、组件归属和自动合并接进智能体的验证... more
★ 精讲一 | OpenAI Codex 负责人谈产品工作的新版图:从实现成本到品味、策展与智能体工作流 [视频]
来自 Lenny's Podcast
OpenAI Codex 桌面端负责人 Andrew Ambrosino 在 Lenny's Podcast 聊了个实在判断:写代码的实现成本趋近于零后,产品工作的瓶颈不再是构建,而是品味与策展,真正昂贵的不再是实现而是判断力。他接着讲角色边界如何融合、长周期路线图为何会变成虚假精确、以及把半年到一年目标刻意留得模糊的野心式分阶段打法。对正在想... more
★ 精讲一 | 刚刚,GPT-5.6 正式发布,史上最强但被自己坑惨了
来自 爱范儿
OpenAI 正式发布 GPT-5.6 系列:旗舰 Sol、均衡款 Terra、低成本 Luna。Sol 在 Terminal-Bench 2.1、GeneBench、ExploitBench 上刷新成绩,但 OpenAI 刻意强调它尚未跨越关键安全阈值,并按模型档位配置了强度递增的分级安全栈。比性能更值得注意的是发布机制本身:美国政府要求发布前展示能力,首批仅约 20 家获批合作伙伴可访问,个人用户暂时无法申... more
★ 精讲一 | GPT-5.6 Sol 前瞻:下一代模型预览
来自 OpenAI News
OpenAI 启动 GPT-5.6 系列有限预览:旗舰 Sol、均衡款 Terra(性能比肩 GPT-5.5 但便宜一半)、低成本 Luna。新增 max 深度推理档与调用子智能体的 ultra 模式,Sol 在 Terminal-Bench 2.1 上以 88.8% 刷新编码 SOTA。这次首发只面向少数可信伙伴,并配合美国政府网络安全审查分阶段放开——能力跃升与安全门槛同步收紧,才是本次发布最值得关注... more
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