Future AGI 1.47.0 新增通话指标并改进 AI 智能体回答评估
Future AGI 1.47.0 发布,在运行分析中新增通话与语音指标卡片,并修复模拟通话结果与运行详情的对齐问题。评估对话时,错误语言回答、涉及其他产品的回答以及未获回复的请求现统一计为未处理请求;测试环境评估还修复了完整提示词和对话参与者标识的传递。聊天构建器页面支持折叠与调整宽度,宽度在窗口缩放后保留。
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Future AGI 1.47.0 发布,在运行分析中新增通话与语音指标卡片,并修复模拟通话结果与运行详情的对齐问题。评估对话时,错误语言回答、涉及其他产品的回答以及未获回复的请求现统一计为未处理请求;测试环境评估还修复了完整提示词和对话参与者标识的传递。聊天构建器页面支持折叠与调整宽度,宽度在窗口缩放后保留。
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Future AGI 发布 1.46.0,核心改动在 Simulate 模块,为分析多次运行结果引入决策优先级,Runs 标签页现按环境中完整运行次数显示徽章。该版本还优化了运行摘要生成,以及 API v3 搜索场景时的任务处理,适合运行次数较多的团队。项目支持自行部署,云版本可免费开始使用。
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南洋理工大学 S-Lab、A*STAR 和 UIUC 团队提出 V-Rubrics,将 50,248 个视觉样本拆成 352,938 条可逐项检查的准则,让视觉事实、推理步骤和任务要求分别参与奖励计算。
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Cloudflare 发布 Worker Previews,让每个 Git 分支拥有独立且接近生产的环境,各自有稳定 URL、独立配置和状态,并带独立可观测性。
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Cursor has released two bots, Rollouts and Security Review, both available on Team and Enterprise plans.
Why it matters: The official docs cover the monitoring and security review workflows for both bots, so readers can judge whether they fit into their existing delivery pipeline.
Lovable has shipped Opus 5.5, which the company says matches Opus 5 in results while cutting the number of steps by one-third to one-half. On Lovable's internal benchmarks, Opus 5.5 ties Opus 5 on 0-to-1 builds and iterative code changes, and comes out 4% to 6% ahead on validation discipline; across all reasoning effort levels, steps per task drop by 26% to 57% and input tokens fall by 21% to 59%, with the differences significant at the 95% confidence level.
Why it matters: Lovable shares official comparison data between Opus 5.5 and Opus 5 on step counts and tokens, so readers can judge the real change in build efficiency.
OpenAI has launched Daybreak, combining ChatGPT, Codex Security, and the open-source Codex Security CLI into a security defense workflow that covers pre-merge PR reviews, repository and vulnerability backlog scans, and regular CI checks.
Why it matters: The official documentation walks through the full Codex Security workflow—from PR reviews and repository scans to CLI-based batch scanning—so you can decide how to plug it into your existing security processes.
Simon Willison 用 Claude Code for web 做了一个约 150 行、零依赖的 TypeScript 服务原型,基于 Bun 1.4 实验性的 Bun.WebView 提供 shot-scraper 风格的 JSON API,支持执行 JavaScript 和输出 PNG/JPEG/WebP 截图,无需 Puppeteer 或 Playwright。
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Superpowers 6 发布,作者称在 Anthropic 评测基准上构建耗时降低 50%、token 花费降低 60%,主要来自合并规范符合性与代码质量两个评审 agent、预先生成评审用的 diff 包让评审者少跑 git,以及调整编排器对任务所需 agent 类型的指引。
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Why it matters: 作者用自建评测套件量化了 Superpowers 6 在构建耗时和 token 花费上的改进,并公开了实验记录与失败结论。