用AI写代码径直封号回滚！开源巨头QGIS一刀切禁令撕开“伪生产力”遮羞布
全球主流开源地理信息系统QGIS正式合并QEP428提案，删除148行温和指南，改为禁止任何AI辅助代码贡献。 148行温和指南被一刀砍掉，只留三句铁律 如果你习惯用AI编程助手批量生成开源项目的Pull Request，试图在GitHub履历上刷出漂亮的贡献绿格子，或者在团队里要求程序员按AI生成的代码行数考核绩效，全球地理信息系统（GIS）领域的开源底座
Choose a model for the work you need to doMe
Case studies
See how others choose models and turn ideas into working results.
Read article
macOS大模型缓存深度清理实战：五步释放数十GB系统私有权重与无损回滚方案
开源工具RemoveMacAI与原生终端配合，定位系统级大模型私有沙箱目录，建立哈希隔离快照，安全清除离线模型文件并拦截后台静默拉取，实测释放物理磁盘空间并验证无损恢复。 一、系统级大模型静默驻留与存储挤占现状 苹果在macOS系统内嵌端 侧大模型后，为保障断网状态下的文本摘要、跨应用智能检索和图像生成能力，系统后台会自动下载并部署数十GB的多模态模型权重。
OpenCode 给 DeepSeek 提额到 60 美元：便宜写代码，代价在哪？
OpenCode Go 页面显示 DeepSeek V4.1 Flash 的月度用量栏为 60 美元；这不是现金补贴，也不保证每次智能体调用成功。 十美元订阅，看见六十美元额度 一个人每月花 10 美元使用 AI 编程服务，页面却给某个模型标出 60 美元的月度用量。这像补贴，也像一道需要细读的账。OpenCode Go 的公开页面把 DeepSeek V4
Go 语言官方公布跨平台 SIMD：系统级编程与 AI 推理的高性能底层重构
Go核心团队带来无须汇编的跨平台向量计算API，从Green Tea垃圾回收器到向量检索，Go正在补齐高性能计算的最后一块拼图。 发布现场：Go编译器告别手写汇编的一大步 这篇技术深度报道直接面向所有从事系统级编程、高并发后端服务、向量检索与网络协议栈开发的工程师。2026年9月24日，Go语言官方团队核心成员David Chase与Junyang Shao
LegalOn Codex 案例：按任务分配模型，控制开发成本
LegalOn 的 Codex 成本管理案例，按开发任务的复杂度分配 GPT-6 Luna、GPT-6.1 Sol 和 GPT-6 Astra，并按业务阶段设置预算。它提供了一个工程团队扩大 AI 使用后，怎样控制支出、同时观察交付质量的参考。 案例来源与时间 - OpenAI 官方案例发布：2026 年 10 月 8 日；本站核对：2026 年 10 月
cubic 案例：用 Claude 辅助 AI 时代的代码审查
官方案例中文编译摘要｜转载。 以下内容根据 Anthropic 发布的 cubic 案例整理，不代表本站测试或独立测评；结果数字及适用条件请以原文为准。 cubic：用 Claude 辅助审查 AI 生成的代码 代码生成速度提升后，代码审查可能成为新的交付瓶颈。Anthropic 的案例介绍了 AI 代码审查平台 cubic：它把 Claude 用于 Pul
GPT-6 案例：让长周期代码 Agent 按预算逐级升级
GPT-6 案例：让长周期代码 Agent 按预算逐级升级 场景示例，不代表本站或第三方用户实测。 流程根据 OpenAI 官方 GPT-6 发布说明整理；模型表现、价格和可用范围请以原厂最新资料为准。 长任务最怕“开工容易，收尾失控” 一个跨模块改造可能从复现缺陷开始，经过查代码、改实现、跑测试、修回归，最后还要整理变更说明。若每一步都让最强模型持续运行，
GLM-5.3 案例：让编码 Agent 接手跨模块功能改造
GLM-5.3 案例：让编码 Agent 接手跨模块功能改造 场景示例，不代表本站或第三方用户实测。 工作流根据智谱官方模型说明和能力文档整理；实际代码质量、任务完成度和 API 条件应以官方页面及用户自己的测试为准。 哪类开发任务适合交给长程 Agent 有些需求很难用“一次生成一个函数”解决。例如，为老系统增加一个审批状态，需要一起调整数据库字段、后端校
DeepSeek V4.1-Flash 案例：让代码 Agent 先看懂界面，再定位问题
DeepSeek V4.1 Flash 案例：让代码 Agent 先看懂界面，再定位问题 场景示例，不代表本站或第三方用户实测。 本文工作流根据 DeepSeek 官方发布资料设计；模型效果、API 功能和可用条件请以官方页面及控制台为准。 这个任务为什么需要多模态模型 前端问题经常同时包含几种线索：用户的一句话、报错日志、浏览器截图，以及相关组件代码。只把
Choose by task: UCloud AstraFlow for multi-model API access; Alibaba Cloud for AI and cloud product offers, AI coding and agent tools, Meoo app creation, the OPC toolkit, Aidge ecommerce content and application deployment; Tencent Cloud for WorkBuddy, speech recognition and international cloud resources; Novita AI for model APIs, GPU cloud and agent sandboxes. Check the exact model ID, region, account eligibility and billing on each product page before integrating.
Build with AI: APIs, applications and deployment
All services →| Service | Use case | Features and conditions | Product entry |
|---|---|---|---|
| Alibaba Cloud AI and cloud product offersCloud products and offers | Model and agent selection, application deployment and cloud resources | Explore model services, AI coding and agent tools, application deployment and cloud resources through Alibaba Cloud's product offers hub. Eligibility, credits, billing and expiry vary by product and offer. | View product ↗ |
| Alibaba Cloud MeooApplication creation tool | AI application creation and prototyping | An AI application creation tool for turning requirements into application prototypes. In-product AI capabilities are separate from standalone model APIs. Check product terms for allowances, publishing and billing. | View product ↗ |
| Alibaba Cloud OPC startup toolkitProduct directory | Solo businesses and independent development | A collection of cloud tools for solo businesses and independent developers. Confirm features, regions and eligibility for each tool. The directory does not provide one shared allowance for all products. | View product ↗ |
| Alibaba Cloud Aidge for ecommerceEcommerce AI service | Ecommerce translation and product content | AI services for cross-border ecommerce, including translation and product content optimization. Check supported languages, content types, interfaces and plans against the official product information. | View product ↗ |
| Alibaba Cloud AI application deployment offersApplication deployment offers | AI application deployment and cloud resources | Explore cloud resources and offers for building and deploying AI applications. Deployment resources and model calls may be billed separately. Confirm images, resource specifications and offer dates on the current page. | View product ↗ |
| Tencent Cloud WorkBuddyAI office application | Team AI workspace and collaboration | An AI workspace for teams, office collaboration and AI-assisted work. Team plans are priced per person per month. Check current availability and purchase eligibility on the offer page. | View product ↗ |
| Tencent Cloud speech recognitionSpeech service API | Speech transcription and voice applications | Cloud speech-to-text services for voice applications and transcription workflows. Introductory offers have new-user eligibility and purchase limits. Check package capacity, expiry and overage billing. | View product ↗ |
| Tencent Cloud international offersInternational cloud product offers | International cloud resources and application deployment | Browse cloud product promotions and deployment resources on Tencent Cloud's international site. Confirm international account eligibility, region, currency and new-user conditions. This is not a universal discount for all model APIs. | View product ↗ |
| UCloud AstraFlowMulti-model API platform | Multi-model API integration and switching | UCloud's multi-model service. Its product page describes access to 200+ models with a shared API key and OpenAI-compatible integration. Follow the platform's registration and identity verification process. Model versions, regions, credits and prices depend on its catalog and your account. | View product ↗Register ↗ |
| Novita AI Model APIs and GPU CloudModel APIs, GPU cloud and agent sandboxes | Multi-model APIs, GPU deployment and agent runtimes | Novita AI provides LLM, image, video and audio APIs, GPU cloud and agent sandboxes. Its LLM endpoints support OpenAI-compatible integration. Check the exact model ID, endpoint, service region, account eligibility and current pricing for the chosen product. Confirm model API, GPU and agent sandbox billing separately. | View product ↗ |