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9/24Thu
  3. Lovable · Blog36

    Lovable 聊天功能免费开放，可对话探索应用创意与改进

    Lovable 聊天功能现已免费开放，Free、Pro 和 Business 工作区每天都有免费聊天额度。用户可以让它评估该做哪个创意、把客户反馈整理成计划，或分析已上线应用的代码和 Lovable Cloud 数据库用量。聊天在生成图片、视频或转交 Plan、Build 时仍照常消耗 credits，当前聊天定价（含每日免费额度）适用至 2026 年 10 月 31 日。

    Awaiting translation

  5. Tproger · Программирование58

    GitHub Copilot App 推出本地沙箱，限制文件、网络与凭据访问

    GitHub 于 9 月 23 日为 GitHub Copilot App 推出本地沙箱，目前处于公开预览，仅适用于使用本地仓库和工作树的会话。沙箱可分别限制文件系统读写路径、外网与局域网访问，以及 Git credentials 和 GitHub CLI 数据的使用，企业策略还能进一步收紧；若操作系统无法应用规则，隔离环境会报错退出而不执行命令。

    Awaiting translation

9/23Wed
  4. Tproger · Программирование80

    Anthropic Releases Flagship Model Claude Opus 5.5

    On September 22, Anthropic released its flagship model Claude Opus 5.5, aimed at developers and teams who want agents to handle multi-step tasks like coding and data analysis. The company says it delivers better performance and lower cost than Opus 5.

    Why it matters: Anthropic's published pricing and the default workload cost reduction help developers estimate the migration cost for long-running agent tasks.

  6. Lovable · Blog60

    Lovable Ships Opus 5.5: Faster Builds, Quality on Par with Opus 5

    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.

9/22Tue
  2. Sebastian Raschka72

    小米发布开源权重模型 MiMo-V2.6-Pro，在 Artificial Analysis 智能指数上以 46 分成为开源权重模型第一，每任务成本 0.13 美元，输入 0.435 美元/1M tokens、输出 0.87 美元/1M tokens，采用 1.02T 总参数、42B 激活参数的 MoE 架构。

    Awaiting translation

    QuotedArtificial Analysis@ArtificialAnlys

    MiMo-V2.6-Pro debuts as the top open weights model on the Artificial Analysis Intelligence Index (46). At $0.13 per Intelligence Index task, it lands on the Intelligence vs. Cost per Task Pareto frontier @Xiaomi has just released MiMo-V2.6-Pro, an open weights model with major advances in intelligence over its predecessor, MiMo-V2.5-Pro (Intelligence Index: 26). Despite the improvement, it retains the same attractive pricing at $0.435 per 1M input tokens (with a 99% cache-hit discount) and $0.87 per 1M output tokens. This makes MiMo-V2.6-Pro one of the most cost-efficient models to deploy. MiMo-V2.6-Pro is an MoE model with 1.02T total parameters and 42B active parameters. Stay tuned for additional analysis of the model. Check out MiMo-V2.6-Pro full benchmarking breakdown here: https://artificialanalysis.ai

9/21Mon
9/19Sat
  1. Simon Willison · Coding Agents65

    Claude Code 2.1.277 起支持 AGENTS.md

    Claude Code 从 2.1.277 版本开始支持 AGENTS.md：当文件夹中没有 CLAUDE.md 时，Claude 会检查并使用 AGENTS.md。该支持基于 Claude Code mods 构建，这是其即将推出的定制 Claude Code harness 的方式，属于内置 mod，用户之后也可以自行构建自定义版本的项目指令。

    Awaiting translation

9/15Tue
  1. Lovable · Blog64

    Lovable open-sources OJ, a Rust preview engine that beats Vite on cold start and memory

    Lovable has released OJ, a preview engine written from scratch in Rust. It reads your existing vite.config.ts and runs real Vite plugins through a compatibility layer, all in a single binary, with no toolchain installed into the project.

    Why it matters: Lovable rewrote its preview engine OJ in Rust, sharing cold start and memory comparisons against Vite, plus canary data from production.

  2. Cline · Blog62

    Cline releases the open-source desktop app Cline Desktop, aimed at open-weight models.

    Cline has released an early version of its open-source desktop app, Cline Desktop, moving the agent runtime that previously lived in the VS Code extension and CLI into a standalone workspace. It supports parallel sessions, scheduled tasks, and a Marketplace for extending tools and integrations.

    Why it matters: The official release lays out the desktop app's capabilities and open entry points, so readers can judge whether it fits their multi-agent parallel workloads.

9/14Mon
9/10Thu
  1. Cursor · Changelog76

    Cursor launches “Projects,” a feature that uses a coordinating agent to take on long-running development work

    Cursor introduces “Projects,” a feature built for long-running work like a single feature, a migration, or an entire application. It keeps context over months and delegates tasks to thousands of sub-agents. Projects are powered by cloud agents: the coordinating agent doesn’t write code, it only plans, assigns work, and hands back results, spinning up local agents when on-device testing is needed. Each project keeps a set of files synced between the cloud and local machines, steadily accumulating research findings, artifacts, and knowledge of the codebase.

    Why it matters: The official docs lay out the context-sharing and auto-triggering mechanisms for project-based multi-agent collaboration, which you can use to judge how long-running tasks get taken over.

9/9Wed
9/7Mon
9/5Sat
  1. GitHub Blog · Copilot71

    GitHub Copilot launches Project HydraFusion, using multi-model runtime orchestration to improve coding quality

    GitHub has launched Project HydraFusion as a research preview in the Copilot CLI. It uses runtime orchestration to pick an execution plan across models from multiple providers. Users select it just like any other model, and billing follows each model's standard rates.

    Why it matters: GitHub lays out three orchestration modes for HydraFusion and compares cost versus quality across three benchmarks, so you can judge the trade-offs of multi-model orchestration on real coding tasks.

9/4Fri
  1. DevAgentStack · Field Notes82

    GPT-6 Astra vs. Fable 5.1 benchmarks: which scores are comparable and which aren't

    On September 3, 2026, OpenAI released GPT-6 Astra and Astra Pro, initially limited to enterprises in the Daybreak cybersecurity program, with paid ChatGPT, the API, and AWS opening up over the following days.

    Why it matters: We break down the benchmark comparison between GPT-6 Astra and Fable 5.1, pointing out that the tested versions and harnesses differ across teams, so readers can judge which scores are actually comparable.

9/2Wed
  1. Cursor · Changelog66

    Cursor launches self-hosted machines, keeping tool execution within your own network

    Cursor supports self-hosted machines: code repositories, build artifacts, and secrets all stay on internal machines within your own infrastructure, and the agent handles tool calls locally. My Machines connects a single laptop or VM to a personal workflow, while Team Pools are named worker queues for teams or enterprises—scaling capacity up with requests and down when workers disconnect. Pools aren't tied to code repositories, and idle machines can sleep and then resume within a reconnection window.

    Why it matters: The official docs lay out pooled scheduling and sandbox integration for self-hosted machines, so readers can judge whether tool execution can stay within their own network.

9/1Tue
  1. Lovable · Blog38

    Lovable 接入 Fable 5.1：迭代修复最高提升 17%，成本降低 31%

    Lovable 现已接入 Fable 5.1，早期测试显示其在修复和改进现有应用上比 Fable 5 最高提升 17%，单任务成本最多降低 31%。该模型在中等和高推理强度下的 UI 与视觉设计质量最高提升 3.5%，并会在完成任务前打开浏览器运行应用进行自我验证。Lovable 正将卡住的会话以及更长、更复杂的任务路由到 Fable 5.1。

    Awaiting translation

8/29Sat
8/28Fri
8/27Thu
  1. Cursor · Changelog42

    Cursor 云端智能体无需代码仓库即可从零开始，支持保存到 Origin

    Cursor 云端智能体不再需要连接 GitHub 或其他第三方 SCM 提供商，用户可直接输入提示开始工作，Cursor 会在后台创建 Origin 代码仓库。满意后可点击“创建代码仓库”将工作保存到 Origin，并设置私有或内部可见性。Cursor 还能通过端口转发在浏览器中实时预览云端智能体环境，连接 Vercel 账户后点击“发布”即可生成可访问 URL。

    Awaiting translation

  3. Cline · Blog71

    Cline 实测八个模型做 IMO 2026：DeepSeek V4 Flash 以 0.12 美元拿到金牌线

    Cline 让八个模型在自家 harness 里做 IMO 2026 六道题，证明由 GPT-5.5 和 Claude Opus 5 双盲按 0–7 分制评分、Gemini 3.1 Pro 仲裁，金牌线为 29 分。

    Awaiting translation

    Why it matters: Cline 用同一套 harness 盲评八个模型做 IMO 2026，给出分数与单次成本对照，可看开源权重模型的实际性价比。

8/25Tue
8/21Fri
  1. OpenAI Developer Blog · Codex65

    OpenAI Releases Daybreak and Codex Security, a Security Workflow

    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.

8/20Thu
8/19Wed
  1. Cursor · Changelog66

    Cursor Updates Cloud Agents and Harness: Event Subscriptions, Independent Sub-Agent Runs, and /goal

    Cursor has updated its cloud agents and Cursor harness so cloud agents can subscribe to event sources, resume when there's new activity in a PR, Slack thread, or scheduled task, and keep going until the work is done—fixing CI failures and handling bot comments.

    Why it matters: Cloud agents are moving from one-shot runs to subscribing to events and following up continuously on PRs and Slack threads, which gives readers a way to judge how the boundaries of automation are shifting.

  2. OpenAI Developer Blog · Codex71

    OpenAI open-sources the Codex harness and the app-server client protocol

    OpenAI has open-sourced the harness that drives the Codex app, CLI, and IDE extensions, and through the Codex app-server client protocol it exposes capabilities like creating threads, starting turns, receiving events, and handling approval requests.

    Why it matters: With the Codex harness and app-server protocol now public, developers can see how to embed the agent in their own products and where the boundaries are.

8/12Wed
8/11Tue
8/10Mon
  1. Hacker News · Claude Code 高分83

    Claude Code 将 auto mode 设为默认权限模式

    Anthropic 宣布从 8 月 14 日起，Pro、Max 和 Team 套餐的新会话默认运行 auto mode，并停止对分类器额外 token 开销收费；Enterprise、Claude API、AWS、Bedrock、Google Cloud 和 Microsoft Foundry 暂时保持可选，计划下个月改为默认。

    Awaiting translation

    Why it matters: Anthropic 公布 auto mode 的安全评测数据与内部拦截案例，可据此判断默认权限模式对现有工作流的影响。