论文研究NEW
56 分钟前
IT之家 10 月 21 日消息，OpenAI 公司昨日（10 月 20 日）发布研究报告， 称增强 GPT-6 Astra 等模型构建和迁移 COBOL、Fortran、Visual Basic 等“低资源编程语言”的能力。 这类语言虽然公开代码和文档较少，却广泛支撑银行、ATM、天气预报和核安全分析等关键系统。 为衡量能力，OpenAI 推出两项评测：M…
AI 点评 · 老旧语言迁移长期是企业痛点，准确率跃升意味着银行等核心系统改造有望提速。
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共 377 条相关资讯 · 来自历史归档
OpenAI 增强 AI 模型攻克冷门编程语言，COBOL 迁移准确率飙至 97.9%
产品发布/更新NEW
昨天
IT之家 10 月 20 日消息，当地时间 10 月 19 日，亚马逊宣布推出开源工具 TorchNeuron，借助该工具，开发人员编写的 PyTorch 代码可以在亚马逊的自研 Trainium 芯片上本地运行， 只需更改一次配置，无需重写 。 IT之家获悉，TorchNeuron 将于当地时间 10 月 20 日在加州圣何塞举行的北美 PyTorch 大…
AI 点评 · 亚马逊用开源工具降低PyTorch迁移门槛，直击CUDA生态护城河，自研芯片竞争进入软件层。
行业动态NEW
昨天
OpenCode is an open source AI coding agent that's become a popular alternative to Claude Code and Cursor. But hackers got into part of its online platform and stole some users’ API…
AI 点评 · 开源AI编程工具安全失守，用户API密钥被盗并遭扣费，暴露AI代理平台信任链隐患。
论文研究一手源NEW
昨天
Beyond basic tool use and coding skills, effectively incorporating visual references into agentic generation is equally essential for applying AI agents to real-world productivity tasks. We study this…
模型发布/更新一手源NEW
10/19 20:00
Learn how OpenAI is improving ChatGPT across low-resource programming languages, with new evaluations for software engineering, SQLite, and COBOL migration.
产品发布/更新NEW
10/18 21:41
🤖 Каталог ИИ-инструментов для разработчиков на русском (2026): AI-IDE, Cursor, Copilot, Claude Code, Codex, агенты, MCP, код-ревью, тесты, LLMOps, локальные LL…
行业动态
10/18 12:33
FOSS, Basically it plugs into your existing coding agent workflow and every time you push to prod it'll throw up a questionnaire that checks if you understand how the code you're p…
论文研究NEW
10/18 04:00
Coding agents keep working on runs that will fail verification, and asking a frontier model to watch for this is expensive in its own right. We introduce StopLoss, a small external monitor that learns…
行业动态
10/17 07:27
IT之家 10 月 17 日消息，据路透社 16 日报道，英国竞争与市场管理局拟认定微软在商业软件市场具有“战略市场地位”，此举可能使监管机构 有权干预微软将 Excel、Teams 及 AI 助手 Copilot 等产品捆绑销售的做法 。 今年 5 月，英国竞争与市场管理局开始调查微软在商业软件市场的地位是否妨碍竞争。 据悉，微软的商业软件在英国每月 约有…
AI 点评 · 英国盯上微软捆绑销售，或成全球拆分科技巨头生态的先例。
论文研究一手源NEW
10/17 01:25
Sparse autoencoders (SAEs) explain foundation model representations by decomposing activations into sparse combinations of learned dictionary atoms. However, the learned dictionaries can vary across t…
行业动态
10/17 00:56
AI 点评 · 代码能否被工程体系接纳，关键不在生成速度，而在可验证、可维护、可追责。
技巧与观点
10/16 23:23
Reflection AI's Beam is an open-weight model for agentic coding and long-horizon tasks. This post shows how to deploy Beam on AWS: start with an Amazon SageMaker JumpStart real-tim…
行业动态
10/16 19:47
行业动态
10/16 18:00
论文研究NEW
10/16 04:00
Making a conference poster is visual coding in miniature: an entire paper must be compressed onto a single page, which exercises summarization, visual design, and code implementation at once, using no…
行业动态
10/16 02:56
Bluesky is bringing “social vibe coding” to its experimental Attie platform, allowing users to create interactive experiences like games, quizzes, and websites that can tap into th…
AI 点评 · 社交平台正把AI编程变成大众创作工具，内容与互动边界被重新定义。
论文研究一手源
10/16 01:56
We introduce 3DCodeVerse, a research ecosystem that enables coding agents to create editable and verifiable 3D content at scale. 3DCodeVerse comprises large-scale, high-quality datasets of executable…
技巧与观点
10/16 01:43
Muse Spark Open, Meta's coding-optimized open-weight model, is now available in Amazon SageMaker JumpStart. Deploy it to a SageMaker AI endpoint in your own AWS account using SageM…
产品发布/更新
10/15 22:19
Introduction Teams shipping AI agents at scale keep running into the same pattern. Even agents built on top-tier models like Fable and Astra struggle to carry out complex, end-to-e…
论文研究NEW
10/15 04:00
A coding agent works on repositories that can be far larger than its context window can hold. Prompt compressors and retrievers offer solutions to this problem, but patching an issue needs two things…
行业动态
10/15 00:14
OpenAI is racing to finish its next flagship model, which uses the same looped transformer technique as Astra to boost math and coding performance. The tradeoff is that looping mak…
模型发布/更新
10/14 19:46
产品发布/更新
10/14 08:05
IT之家 10 月 14 日消息，消息源 @itspdfu 今天（10 月 14 日）在 X 平台发布推文，报道称基于苹果官网相关代码信息， 全尺寸 HomePod 未来可能会支持 Siri AI。 IT之家访问苹果中国官网，发现苹果公司已同步调整全尺寸 HomePod 图片相关文字描述，显示：“白色 HomePod，展示全尺寸圆柱形设计、无缝式声学织网外观…
AI 点评 · 苹果借代码暗示老设备将获AI加持，智能家居入口争夺战或再升温。
技巧与观点
10/14 06:14
In this comprehensive coding tutorial, we explore Meta's Rebalancer assignment solver using its C++ core and Python bindings. Learn how to build datacenters, manage task placements…
AI 点评 · Meta开源调度求解器，让数据中心任务分配优化不再是大厂专属。
论文研究
10/14 04:00
Online reinforcement learning (RL) with verifiable rewards has driven rapid progress in mathematics, coding, and tool use, but scaling this success to GUI agents remains challenging due to the high co…
论文研究一手源
10/14 01:59
Generating information-rich visual artifacts such as slides, posters, and dashboards as code is appealing because the outputs are structured, editable, and verifiable. Yet code models cannot see how t…
模型发布/更新
10/14 01:57
产品发布/更新
10/13 10:25
IT之家 10 月 13 日消息， 微软于当地时间周一发布了新一代自研 AI 芯片 ，并计划在明年部署超百万颗该芯片，用于支撑自身内部 AI 业务。 这款芯片名为 Maia 300，是微软第三代自研芯片，专门用于 AI 数据运算，例如代码生成、代表用户执行复杂商业任务。上一代 Maia 芯片已经用于运行微软自研模型，以及微软 Azure 云平台上承载的 Op…
AI 点评 · 自研芯片规模化部署，标志云巨头正以定制算力摆脱对英伟达依赖，重塑AI成本格局。
论文研究
10/13 04:00
We present SWE-MISBEHAVIOR, the first taxonomy and evaluation framework for diagnosing boundary-violating misbehaviors in coding agents. It contains 7.4K human-in-the-loop synthesized samples spanning…
论文研究
10/13 04:00
Terminal agents have shown strong abilities in complex coding tasks. However, they often struggle to recover from errors during long-running execution (e.g., command errors, faulty implementations), e…
行业动态
10/13 00:00
论文研究NEW
10/12 04:00
Web application development often proceeds through successive requests that extend an existing implementation. Yet web-generation benchmarks primarily evaluate development toward fixed specifications.…
行业动态
10/11 18:04
AI 点评 · AI代码智能体从写代码延伸到重构架构，意味着它正从辅助工具变成系统设计参与者。
行业动态
10/11 07:19
IT之家 10 月 11 日消息，微软 CEO 萨蒂亚 · 纳德拉认为，在 AI 日益蓬勃发展的时代，使用超级智能自我监控等简单策略是不够的。 纳德拉在北京时间 10 月 10 日晚的一篇长文中指出，传统软件系统在过去几十年中被广泛部署，人类已经拥有追踪特定代码路径行为的工具和能力。然而， AI 模型比传统软件更强大，但却是一个黑盒子 ，我们部署了这些复杂的…
AI 点评 · 纳德拉把AI失控从科幻假设变成工程前提，安全设计该从模型层转向系统级熔断。
行业动态
10/10 22:13
AI 点评 · AI正从写代码走向运维系统，SRE Agent落地意味着AI开始接管生产环境稳定性。
行业动态
10/10 18:00
行业动态
10/10 16:59
Gemini 4 Argon isn't even widely available yet, and rumors about a more powerful version codenamed Carbon are already making the rounds. According to Business Insider, one employee…
论文研究
10/10 04:00
AI coding agents now write much of the code that ships, yet whether that code is secure remains unclear. We introduce the Last Secure Code Benchmark, a comprehensive evaluation of secure code generati…
行业动态
10/10 03:43
Study finds coding efficiency gains get "absorbed" by human review "bottleneck."
AI 点评 · 效率提升被人工审查卡住，AI写码快不等于软件交付快。
产品发布/更新
10/9 16:53
联想天禧AI自主研发的专业代码智能体框架TianxiCode 以71%的问题解决率登顶全球第一名
技巧与观点
10/9 13:06
Explore a comprehensive coding guide to Google Research's RRSI (Regularized Recursive Self-Improvement), detailing how noise bands, cost rules, and leakage screens enable safe, eff…
产品发布/更新
10/9 10:03
让AI反复试错的“练兵场”来了
论文研究
10/9 04:00
As the production of software passes into the hands of software itself, coding agents are increasingly commissioned to build agents fitted to their users' own workflows. This delegation carries a quie…
论文研究
10/9 04:00
Coding agents such as Claude Code also follow text files that developers write for them: a project file, skills the agent may choose to open, and rules that load automatically when the agent reads mat…
产品发布/更新
10/9 00:17
JetBrains released Mellum2.1, an Apache 2.0, 12B mixture-of-experts thinking model with 2.5B active parameters. RL in real repositories lifted its SWE-bench Verified score from 2.0…
行业动态
10/8 17:35
AI 点评 · AI接手编码琐事，开发者重获专注与创造力，这才是工具进化的真正意义。
论文研究
10/8 04:00
Long-horizon coding agents need timely corrections, yet feedback can be ineffective or even harmful when it misjudges ongoing work or fails to address the underlying problem. Existing critics focus on…
论文研究
10/8 04:00
Agent skills are SKILL.md instructions and scripts that AI coding agents such as Claude Code and Codex run with the permissions of their user. Developers share skills by copying them between repositor…
论文研究
10/8 04:00
Large language model (LLM) coding agents have advanced test generation across diverse programming tasks. However, the common practice of evaluating tests against a single reference solution overlooks…
论文研究
10/8 04:00
Static coding benchmarks are fixed at release. Over time their tasks leak into training data, and stronger agents eventually saturate them. We argue that a benchmark should instead aim to be self-scal…
论文研究
10/8 04:00
Coding agents increasingly interact with users by generating interactive software on the fly rather than replying in text, yet many bugs in such software reveal themselves only after multi-step intera…
行业动态
10/8 02:01
At today's Windows and Surface event, Microsoft showed off an upgrade to its Copilot AI system that will give it access to local files on your PC and the ability to take actions ac…
行业动态
10/8 00:59
Hi HN! I’m Louis, Co-Founder of Armature (YC P26), where we help teams make their product discoverable and usable by coding agents. We already measured 50k+ agent sessions and real…
模型发布/更新
10/7 22:44
Google launched Playground, a browser-based platform that lets users create their own games using nothing but text prompts and no coding skills. The platform runs on Gemini, Nano B…
行业动态
10/7 17:15
产品发布/更新NEW
10/7 11:32
Dori mode: an always-on messenger agent that launches, tracks and closes coding-agent sessions in herdr (skill + bun CLI). Experimental.
技巧与观点
10/7 08:53
Explore a comprehensive coding guide to Laya, the open-source zero-shot decision engine. Learn how to implement typed decisions, fit custom temperatures, and build reliable abstent…
论文研究
10/7 04:00
We introduce SWE-Game, a benchmark of 247 tasks grounded in 41 executable reference Godot games spanning 13 gameplay categories in 2D and 3D. Five task types cover development from a brief, implementa…
论文研究
10/7 04:00
The evaluation of coding agents generally strives to be as realistic as possible. In our study, we collect 4,782 agent sessions of real software engineers in JetBrains IDEs, which we call Production S…
产品发布/更新
10/6 10:12
IT之家 10 月 6 日消息，科技媒体 Windows Central 昨日（10 月 5 日）发布博文，报道称在 Word 文档处理应用中， 微软优化 Copilot AI 体验，新增引用功能，帮助用户溯源遏制 AI 幻觉。 信息引用方面，Copilot 回复现在会附带来源链接，用户可直接点击跳转至原始网页或内部文档，核实信息上下文与准确性。微软表示，此…
AI 点评 · AI 幻觉难除，给答案附上可点击来源，让用户自行核验，是务实一步。
模型发布/更新
10/6 07:25
GLM 5.3 from Z.ai is now available on Amazon Bedrock: a 753B-parameter mixture-of-experts model built for coding and long-horizon agentic tasks. Learn how to invoke it with the Ope…
AI 点评 · 国产大模型借道AWS出海，753B专家模型主攻编码与长程智能体，值得关注。
论文研究
10/6 05:04
Reflection AI has introduced Beam, its first open-weight model. It is a 501B sparse Mixture-of-Experts model with 23B active parameters, built for coding and agentic work. Reflecti…
技巧与观点
10/6 01:25
Anthropic Claude Opus 5.5 and Claude Sonnet 5.5 are available on Amazon Bedrock in the AWS GovCloud (US) Regions. Learn how to use them with Claude Code, Anthropic's agentic coding…
模型发布/更新
10/6 01:23
Amazon SageMaker optimized generative AI inference introduces the aws-ai-ml skill through the Agent Toolkit for AWS, giving coding agents like Kiro, Claude Code, and Codex deep exp…
行业动态
10/5 08:14
大模型圈的核心机密，终究还是保不住了！继前阵子 Opus 5.5 被爆出 190 万字提示词泄露后，AI 圈的「地心引力」再次失效 ——OpenAI 的现役代码模型 GPT-6 Sol Codex 惨遭「开盒」，老底被扒得一干二净！ 据外网爆料者（@elder_plinius）放出的大瓜，他成功提取了 GPT-6 Sol Codex 高达 29.4 万字符的…
AI 点评 · 提示词泄露暴露大模型核心竞争壁垒之脆弱，安全防护与商业机密保护亟待升级。
论文研究
10/5 04:59
Astra leads computer use, Argon leads legal and finance work, and Sol wins on price for coding agents. The post GPT-6 Astra vs GPT-6.1 Sol vs Gemini 4 Argon vs Claude Fable 5.1: Wh…
AI 点评 · 前沿模型已从拼参数转向拼场景适配，选型比追新更影响落地成本。
行业动态
10/4 08:23
IT之家 10 月 4 日消息，早在如今这波人工智能热潮兴起的许多年前，程序员们就已经开始在《星际争霸》当中开展机器人对战实验了。随着 OpenAI 与 Anthropic 的大语言模型问世，一个由爱好者搭建的对战竞技场决定让 AI 生成的游戏机器人相互较量，同时也加入一部分人类编写的机器人一同参赛。有意思的是，OpenAI 的 GPT‑6 Astra 在比…
AI 点评 · AI竞技场暴露模型抄袭漏洞，凸显评测机制与原创性验证的紧迫性。
行业动态
10/4 07:58
IT之家 10 月 4 日消息，眼下玩家群体正在放开手脚使用人工智能，依靠它打造各类全新的融合游戏作品，同时借助重编译突破老游戏原有的限制。不过这股风潮或许即将迎来来自 IP 持有企业更强的阻力。 据IT之家了解，《辐射：纽约》是一款完全依靠 Claude Opus 5.5 生成代码制作的浏览器游戏。制作者克里斯弗斯特（Chrisfirst）表示，整个开发过…
AI 点评 · AI造游戏五天即成，却撞上版权铁墙，创作效率与IP边界之争值得深思。
行业动态
10/4 00:49
Capcom's Pragmata might be all about the horrors of AI, but in practice the studio doesn't seem so down on the tech. During the Capcom Open Conference RE: 2026 programmer Satoshi I…
AI 点评 · 卡普空一边用游戏警示AI失控，一边押注AI造游戏，这种自我矛盾恰是行业风向标。
行业动态
10/3 16:40
Run Claude Code, Codex, AGY, and Grok Build side by side. See who is working, who needs you, and what every account has left.
行业动态
10/3 15:12
Anthropic is adding a "Mods" system to Claude Code, essentially middleware that runs directly inside the tool. Developers can use JavaScript or TypeScript to reshape the interface…
产品发布/更新
10/3 08:10
IT之家 10 月 3 日消息，科技媒体 Windows Latest 今天（10 月 3 日）发布博文，报道称微软首席执行官萨蒂亚 · 纳德拉（Satya Nadella）再次将 Copilot 称为“面向工作的新操作系统”， 而该应用实质上是 Windows 11 上的一款部分基于 Chromium 内核的网页应用。 IT之家曾于 9 月 26 日报道，…
AI 点评 · 纳德拉把网页应用说成操作系统，暴露微软急于抢占AI入口却缺乏底层创新的焦虑。
行业动态
10/3 03:10
pi pod runs sessions of the pi coding agent in isolated sandboxes ("pods") on a server you run, in composable environments. ---- Since moving my company towards AI-native work, I h…
行业动态
10/2 23:29
产品发布/更新
10/2 13:15
CodeAgent is an open-source coding agent that lives in your terminal. It understands your repository, plans multi-step changes, writes and edits files, runs com…
论文研究
10/2 04:00
We introduce 4DCodeBench, a benchmark for 4D inverse graphics through code generation, in which agents reconstruct dynamic scenes from video as executable graphics programs. To accomplish this, agents…
模型发布/更新
10/1 19:00
AI 点评 · 谷歌借内核迁移实战验证模型能力，大模型竞争正从跑分转向真实工程落地。
产品发布/更新
10/1 14:47
IT之家 10 月 1 日消息，微软昨日（9 月 30 日）更新推出 1.140 稳定版 Visual Studio Code，本次更新重点围绕 GitHub Copilot Agent 工作流展开， 新增多文件夹会话、远程任务委派、模型协同编排及企业级 AI 管理能力。 VS Code 1.140 引入实验性多文件夹会话功能。同一 Agent 会话中的不同…
AI 点评 · AI 编程助手正从补全走向任务委派，VS Code 这步棋意在把编辑器变成智能体调度中枢。
模型发布/更新
10/1 09:14
IT之家 10 月 1 日消息，据彭博社报道，Alphabet 公司旗下的谷歌已经开始逐步推出备受期待的 旗舰人工智能模型 Gemini 4 Argon ，但这家企业内部对于该模型在代码编写等核心领域的实际表现尚存质疑。 谷歌于当地时间周三向一小批经过筛选、值得信任的网络安全合作伙伴开放了这款模型，并表示会在完成更多测试之后扩大开放范围，优先面向付费订阅用户…
AI 点评 · 内部质疑暴露谷歌大模型迭代压力，旗舰成色待实战检验。
模型发布/更新
10/1 07:43
Google has released its latest Gemini model, marketing it as a workhorse for coding and cybersecurity work.
AI 点评 · 谷歌新模型主打编程与安全实战，标志AI竞争转向工程效能而非单纯参数比拼。
论文研究
10/1 04:00
Retrieval-based speculative decoding (SD) drafts tokens by copying continuations from existing text, which suits coding agents that repeatedly reproduce code, logs, and earlier attempts. Yet existing…
论文研究
10/1 04:00
Recovering executable CAD programs from 3D meshes is challenging due to the compositional nature of CAD construction and the interaction between discrete modeling choices and continuous parameters. Ma…
产品发布/更新
9/30 20:40
AI coding with Aegis governance built into execution: baseline-aware changes, evidence-backed delivery. Free desktop client, your choice of model. 将哲科思维融入 AI 开发…
产品发布/更新
9/30 08:07
A free, open-source framework for cinematic, interactive 3D websites with AI-generated assets (Nano Banana 2 + Meshy 7.1 on fal). 20 example sites.
AI 点评 · 开源框架把AI生成3D资产与电影级网页体验合一，二十个示例让独立开发者也能低成本搭建交互式三维站点。
论文研究
9/30 04:00
Delegating complete application development to coding agents requires preserving the intended design rather than simply producing plausible outputs through naive prompting. Game development provides a…
技巧与观点
9/30 03:34
GPT-6.1 Sol is now generally available on Amazon Bedrock, bringing stronger reasoning to coding, computer use, and professional workloads that run frequently.
AI 点评 · 前沿模型落地云平台，日常办公也能用上接近顶级水平的推理能力。
行业动态
9/30 02:10
OpenAI's annualized revenue rate is nearing $70 billion, up about 70 percent since the start of Q3. Enterprise sales, the Codex coding assistant, and an aggressive price war are dr…
AI 点评 · 周活12亿、年化营收近700亿，AI应用商业化正以惊人速度兑现，价格战与编程助手成增长引擎。
产品发布/更新一手源
9/30 01:00
Meet GPT-6.1 Sol: near-Astra intelligence for coding, computer use, and professional work at one-fifth of Astra’s standard API input and output token prices.
论文研究
9/29 16:21
Coding agents can now write, run, and debug programs with little human help. Robot tasks, however, are usually specified by a sentence that leaves out how to grasp, in what order to make contact, and…
模型发布/更新
9/29 06:13
xAI's Grok 4.7 is now available on Amazon Bedrock: a frontier model for coding, long-running agents, and knowledge work. It offers a 500K token context window and four configurable…
AI 点评 · xAI头部模型首次进驻AWS，500K上下文直指企业级长任务智能体，云厂商模型竞争再升级。
论文研究
9/29 04:00
Coding agents are beginning to move beyond purely digital tasks to tackle physical-world challenges, particularly in robotics. Existing robotics benchmarks, however, primarily focus on the performance…
模型发布/更新
9/29 02:57
Claude Sonnet 5.5 is now available on Amazon Bedrock and Claude Platform on AWS. It's a smarter, more efficient Sonnet model for focused coding and knowledge work, with a lower cos…
产品发布/更新
9/28 07:03
OpenAI 称与苹果合作效果不佳 iPhone 4「天线门」媒体问答录像时隔十六年现身 F-Droid 2.0 发布 三星冰箱固件升级后罢工，影响韩国用户过中秋 Excel 单元格将支持数组 微软不再使用 Copilot+ PC 品牌 看看就行的简讯 少数派的近期动态 你可能错过的好文章 查看全文
AI 点评 · 苹果与OpenAI的合作裂痕，折射出AI巨头在硬件入口上的博弈正进入新阶段。
论文研究
9/28 04:00
A 3D scene reconstructed from a single image is most useful when represented not as a rendering or a fixed 3D output, but as an explicit scene program whose execution yields a scene that can be inspec…
产品发布/更新
9/27 21:40
中秋假期文具OpenRouter调用日榜榜首
AI 点评 · 国产匿名模型双榜登顶，编码实测见真章，值得关注。
产品发布/更新
9/27 14:26
A runtime learning loop for coding agents. Turns Claude Code, Codex, Cursor, Antigravity and model-router runs into human-approved, measured changes to the agen…
产品发布/更新
9/27 01:00
AI 点评 · 大厂把内部代码评审经验开源，AI编程工具竞争从生成补全延伸到质量把控环节。
行业动态
9/26 22:20
你让 AI Agent 连夜迁移一个代码库。第二天一早，满怀期待地打开终端，没想到只看到这样一条消息： 已完成 3 个接口迁移，接下来我将处理剩余两个端点，并补上测试。 然后，就没有下文了。想让它干完剩下的活，你还得再敲两个字：继续。本以为它会一口气干到底，结果它只给你画了张「下一步」的饼，程序就替它打卡下班了。这不是某一个人的倒霉经历。 Opus 5.5…
AI 点评 · Agent 半途而废的根因被揭开，暴露长任务编排仍是落地瓶颈。
行业动态
9/26 22:12
IT之家 9 月 26 日消息，据 Wccftech 报道，一则关于“大语言模型破解付费软件”的帖子今日在 Reddit 上引发关注。 用户 No_Ideal8394 声称，他利用无审查限制的 Qwen3.8-Flash-Next-Uncensored ，成功破解了 Internet Download Manager（IDM）6.43 版本，使其绕过 IDM…
AI 点评 · AI既能破解付费软件，也暴露无审查模型的滥用风险，版权与安全边界亟待厘清。
行业动态
9/26 18:30
SoL-Pi cuts coding agents' token usage by up to 49 percent with little change in performance by optimizing the control layer between the model and its environment. A research agent…
AI 点评 · 优化模型与环境间的控制层即可省近半token，这条思路比堆算力更值得行业借鉴。
行业动态
9/26 17:55
AI 点评 · 微软放弃Copilot+ PC品牌，AI PC概念首战遇挫，行业需反思噱头与实用差距。
产品发布/更新
9/26 07:51
“IT早报”时间，大家好，现在是 2026 年 9 月 26 日星期六，今天的重要科技资讯有： 1. 聊天、编程、智能体三合一，微软正式发布新版 Copilot“超级应用” 微软 AI 工作业务首席营销官贾里德 · 斯帕塔罗表示：“正如 Office 定义了 PC 时代的工作方式，新 Copilot 旨在定义 AI 时代的工作方式。”>> 查看详情 2. 罗…
AI 点评 · 微软把聊天编程智能体塞进一个入口，AI办公的形态之争正式开打。
行业动态
9/26 05:09
Hi everyone, I am KD - Back in my college days, I dabbled with coding, learned the basics, HTML, CSS etc. but somehow I ended up in Finance which consumed the next 20 years. Then,…
论文研究
9/26 04:00
Multiple agents may often conflict in an organization: for example, one coding agent changes an interface in a repository, but another continues to develop on the old version where existing tests beco…
行业动态
9/26 01:57
Microsoft's new Surface laptops forgo Copilot+ PC branding.
AI 点评 · 微软放弃强制 Copilot+ 标签，意味着 AI PC 概念降温，厂商开始回归产品本身而非营销噱头
行业动态
9/26 00:30
Microsoft is splitting its Copilot app into three sections: Home, Code, and a new agent called "Autopilot." Built on OpenClaw, the agent runs continuously in the cloud, where it ca…
行业动态
9/25 22:07
https://archive.ph/XJG5V
产品发布/更新
9/25 20:00
After teasing its new Copilot "super app" last month, Microsoft is officially unveiling it today. The redesigned Copilot app bundles three AI capabilities into a single interface o…
行业动态
9/25 18:00
产品发布/更新
9/25 17:17
会写代码的AI，原来还能这么用
行业动态
9/25 07:17
IT之家 9 月 25 日消息，在接受《纽约时报》采访时，英伟达首席执行官黄仁勋认为， 当前行业和民众对 AI 的恐慌情绪已经过头了，并认为当前 AI 不一定会替代职业，但会首先替代任务。 黄仁勋把工作拆分为任务（例如写代码、整理资料和回复客户等）和目的（诊断疾病、解决工程问题、服务客户等）， 并认为 AI 通常先自动化具体任务，不会必然消灭整个职业。 例如…
AI 点评 · 黄仁勋把职业拆成任务与目的，为AI替代争论提供了更务实的分析框架。
论文研究一手源
9/25 01:58
Coding agents have demonstrated enormous success in solving complex programming problems. To leverage their potential for robot systems, this work introduces Robot Agentic Programming from Demonstrati…
行业动态
9/24 22:43
Lovable co-founder Fabian Hedin said that apps created on the platform are getting nearly a billion monthly views each month.
模型发布/更新
9/24 21:35
Google Deepmind chief Koray Kavukcuoglu wants to release Gemini 4 "much earlier" than the end of the year. The model is already in post-training and runs internally in the coding t…
产品发布/更新
9/24 15:15
加速向 AI Native 转变。
模型发布/更新
9/24 06:41
AI 点评 · 单日迁移68万行代码且成本仅对手两成，AI编程代理的性价比拐点已至。
论文研究
9/24 04:00
Task and motion planning (TAMP) problems remain difficult even with full observability and object-centric states because discrete decisions are tightly coupled to geometric, kinematic, and dynamic con…
论文研究
9/24 04:00
Rufus-Air is an open and reproducible post-training recipe on GLM-4.5-Air-Base (106B-A12B), organized as a serial pipeline of eight stages: SFT, Reasoning RL, Coding RL, Instruction-Following RL, Gene…
论文研究
9/24 04:00
Block-based video codecs select coding parameters based on the input by optimizing a rate-distortion trade-off. The conventional distortion choice, the sum of squared errors (SSE), simplifies paramete…
技巧与观点
9/24 02:17
Pair OpenCode, an open-source terminal-native AI coding agent, with open weight models on Amazon Bedrock to get a secure, flexible, pay-per-use coding assistant. Learn how to confi…
论文研究一手源
9/24 01:46
Large language models (LLMs) are increasingly used in coding tasks, but their ability to reason about code execution remains unclear. Existing repository-level QA benchmarks mainly evaluate static cod…
论文研究
9/23 04:00
We study coding agents for long-horizon, dexterous robotics and ask whether their solutions can provide scalable supervision for learning general robot policies. To test this, we develop EMBODIEDSWE-B…
论文研究一手源
9/23 01:55
Agents often work on complex problems that require millions of tokens of context, which necessitates compacting across sessions due to limited context windows. We develop CliffCompaction, an autocompa…
模型发布/更新
9/23 01:28
Claude Opus 5.5, Anthropic's most capable Opus model for agentic coding, knowledge work, and long-running tasks, is now available on Amazon Bedrock and Claude Platform on AWS. This…
AI 点评 · 顶级模型直接接入AWS，企业用AI做智能体开发的门槛又降了一截。
产品发布/更新
9/22 19:56
mu (μ): a coding agent that thinks before it acts. A small, fast judge makes the routine calls, the big model does the work. Built on pi and AionUi.
产品发布/更新
9/22 14:39
从大学时代入不敷出开始记账，到 10 年后发现记账数据没有被充分利用，再到用 Vibe Coding 把自己的想法做成了一款 App——10 年的记账经验变成了产品设计的基础，而 Vibe Coding 让一个非技术出身的人有能力把这些想法实现出来。 查看全文
产品发布/更新
9/22 08:07
IT之家 9 月 22 日消息，据外媒 9to5Mac 报道，随着苹果上周发布 Xcode 27.1 Beta 1 并加入 iPhone Duo 应用开发支持，如今一款 AI 编程平台 Bitrig 也宣布支持构建和测试 iPhone Duo 应用。 据介绍，Bitrig 最初是一款面向“氛围编程”（vibe coding）的应用，用户可以通过文字或语音提示…
AI 点评 · AI编程工具抢先适配苹果新形态设备，开发者生态竞争已提前卡位。
产品发布/更新
9/22 07:43
“IT早报”时间，大家好，现在是 2026 年 9 月 22 日星期二，今天的重要科技资讯有： 1. 闲鱼回应“媒体报道色情引流的情况”：成立专项小组严打色情引流，呼吁各平台联合行动 闲鱼被曝涉及色情引流的相关话题内容 9 月 21 日冲上热搜。闲鱼官方 9 月 21 日宣布，成立专项小组严打色情引流，并呼吁各平台联合行动。官方表示，坚决对利用色情内容进行引…
AI 点评 · 闲鱼主动整治色情引流并呼吁平台联动，暴露内容审核已成二手电商合规关键战场。
行业动态
9/22 03:23
AI 点评 · 代码生成提速后，CI若跟不上，开发效率反被卡住，重构流水线才是关键。
模型发布/更新
9/22 02:30
xAI's Grok 4.6 is now available in Amazon Bedrock: a frontier model for long-running agents, coding, and knowledge work, with a 500K token context window and four reasoning effort…
AI 点评 · 马斯克模型借道亚马逊云落地，企业级Agent算力竞争再升级。
行业动态
9/22 00:22
At, GPTree, we run several coding agents across our team on one repo using parallel worktrees. Apart from wasted time reviewing and fixing conflicts at PR time, the failures that h…
产品发布/更新
9/21 21:16
行业动态
9/21 17:06
产品发布/更新
9/21 11:38
当代码与设计的生产成本趋近于零，我们可以这样跳出工具的依赖，构建属于自己的优势和认知壁垒。 查看全文
模型发布/更新
9/21 03:46
AI 点评 · 代码隐私与合规成AI编程工具生死线，厂商信任危机正加速行业洗牌。
技巧与观点
9/21 03:22
Release: llm-keys-ui 0.1 This plugin solves a very specific problem. I've started using Codex Remote to run coding agents on various machines while controlling them from my phone.…
AI 点评 · 手机远程操控多机编码代理时密钥管理成痛点，这个插件正好补上安全缺口。
产品发布/更新
9/20 06:57
MRI research guidance for coding agents — composable skills, established tools, and evidence-linked research memory. Install: npx skills add KeWang0622/MRFoundr…
论文研究
9/20 04:00
Code generated by large language models passes security checks at a rate that has barely moved in four years. In regulated backends, the defect classes that matter most are money arithmetic, time hand…
行业动态
9/19 07:47
“IT早报”时间，大家好，现在是 2026 年 9 月 19 日星期六，今天的重要科技资讯有： 1. 12306 客服回应国庆高铁票涨价：日常票价有折扣，节假日有浮动是正常的 9 月 25 日，从重庆北到南京南的 D988 次列车票价是 446 元起，9 月 30 日同车次的票价则涨到了 520 元起。>> 查看详情 2. 水滴筹服务费上涨至 8% 引争议，…
AI 点评 · 水滴筹抽成翻倍、智谱代码泄露、华为架构突破，同天暴露平台信任与技术自主双重焦虑。
模型发布/更新
9/19 00:52
Kimi K3 from Moonshot AI is now available on Amazon Bedrock, giving you a powerful new open-weight option for coding and knowledge work. It offers native vision, a 1-million-token…
技巧与观点
9/18 23:25
Deploy production-ready Hugging Face models on Amazon SageMaker AI using six open-source agent skills. Point a coding agent at a model and get back a real-time endpoint with the ri…
论文研究
9/18 04:00
Training capable coding agents via reinforcement learning (RL) requires diverse tasks with reliable verifiers. Open-source codebases offer a rich source of such tasks, while existing methods typically…
行业动态
9/18 02:35
Anthropic has rebuilt Projects in Claude Code. A coordinator now splits tasks across parallel cloud threads that independently open pull requests and run tests. All threads share a…
论文研究一手源
9/18 01:59
Coding agents have emerged as a promising paradigm for robot manipulation: a language model writes the robot controller as a program, and agents built in this way now operate robots without robot-spec…
论文研究一手源
9/18 01:59
Frontier coding agents are increasingly trusted to work autonomously for long periods, yet an agent's final response is often the only account of that work a user sees. We quantify the propensity of f…
产品发布/更新
9/17 23:52
PiG (Pi in Go) is a faithful Go port of upstream Pi, the TypeScript codebase behind the Pi coding agent. It is a parity-bound translation, not a rewrite: upstre…
模型发布/更新
9/17 14:27
Not every coding task needs your best model. Experimental Jev-powered model routing for Claude Code — V3 prototype runs today, V4 routes at the task boundary.
模型发布/更新
9/17 14:27
Not every coding task needs your best model. Experimental Jev-powered model routing for Claude Code — V3 prototype runs today, V4 routes at the task boundary.
产品发布/更新
9/17 07:26
IT之家 9 月 17 日消息，消息源 @itspdfu 今天（9 月 17 日）在 X 平台发布推文，爆料称苹果公司正在为 Siri AI 引入名为“Lightweight UI”（轻量级用户界面）的交互方式。 相关代码目前已出现在 macOS 27 的写作工具（Writing Tools）功能中，而 iPadOS 27 也包含控制该界面的系统开关，只是默…
AI 点评 · 折叠屏加手写笔悬停唤 AI，苹果在重新定义大屏交互入口，生态整合才是真正看点。
论文研究
9/17 04:00
As coding agents move from supervised code completion to unattended, around-the-clock exploration, their work expands from isolated predictions into long trajectories of reasoning, tool use, and feedb…
论文研究
9/17 04:00
Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineering performance, yet existing work typically evaluates harnesses as monolithic syste…
论文研究
9/17 04:00
Visual signals require compact yet sufficient representations for robust downstream prediction. Convolutional sparse coding (CSC) provides an explicit mechanism for suppressing redundant components wh…
行业动态
9/16 04:12
A new WhatsApp Business MCP server lets developers use AI coding agents like Claude, Cursor, Codex, and ChatGPT to handle setup, messaging templates, testing, and troubleshooting.
AI 点评 · AI代理接入WhatsApp商业接口，开发者配置流程有望大幅自动化，降低企业上手门槛。
论文研究
9/16 04:00
Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run several of them and each session starts from scratch, so more agents tend to mean…
论文研究
9/16 04:00
Coding agents are typically evaluated with desired behavior specified through issues or instructions. In practical web development, however, agents may need to infer behavior from working software and…
论文研究一手源
9/16 01:15
Capable open-weight models make local coding and reasoning attractive, but their context and execution state strain laptop memory. We present JustFit, an MLX-based inference runtime that combines KVEx…
模型发布/更新
9/15 07:57
原标题：《突发！Opus 5.2 深夜上线，RSI 真来了？》 今天清晨，Opus 5.2 悄悄上线了。许多开发者发现，新一代神级模型 Claude Opus 5.2，已经在 Claude Code 中开启灰度测试！ 而且，此前一份内部风险报告显示，Anthropic 正在动用「核武器级别」的未发布模型 Model 2。它接管了公司大部分代码编写，将替代 8…
AI 点评 · 响应提速与不再敷衍，暗示大模型正从堆参数转向拼实用体验，编程场景或率先受益。
论文研究
9/14 04:00
Multimodal agents can create complex videos in software such as Blender by coding without relying on diffusion models. Yet video understanding benchmarks still evaluate models mainly through question…
论文研究
9/14 04:00
Recent work extends recursive self-improvement (RSI) to agent harnesses for long-horizon coding and terminal tasks, enabling agents to improve execution mechanisms from experience. However, generaliza…
模型发布/更新
9/13 07:56
Cognition, the company behind the Devin coding agent, has released SWE-2, its most capable coding model to date. SWE-2 is post-trained with reinforcement learning from Kimi K3, Moo…
行业动态
9/12 07:50
“IT早报”时间，大家好，现在是 2026 年 9 月 12 日星期六，今天的重要科技资讯有： 1. 8.8 元买 5000 积分？央视曝光 AI 中转站低价灰产，小心你的代码被截留倒卖 央视曝光二手平台大量低价 AI 工具积分实为第三方 API 中转站篡改本地配置，用户办公文档、代码等敏感信息存在被截留、倒卖风险，官方表示会严打这类违规行为。>> 查看详情…
AI 点评 · AI中转站低价积分背后藏着数据截留风险，提醒用户警惕便捷背后的隐私代价。
行业动态
9/12 05:06
AI 点评 · AI写码快但易崩，快手补稳定性短板，为行业提供落地范本。
行业动态
9/12 05:00
AI 点评 · 技术领袖公开抵制AI编码，警示工程师价值被工具化，比技术争议更值得深思。
行业动态
9/12 02:15
AI 点评 · 把编码速度竞赛转向结果可验收，才是AI落地工程的关键拐点。
论文研究一手源
9/12 01:09
Recent breakthroughs in LLM-based systems and their abilities in problem solving and coding have allowed progress in the AI for Science paradigm, potentially replacing human roles in machine learning…
行业动态
9/12 00:10
产品发布/更新
9/12 00:04
Self-hosted web workspace for the Pi coding agent on desktop, tablet & phone: subagents, scheduled tasks, MCP, memory and a bring-your-own image/video/speech la…
产品发布/更新
9/11 17:40
A DeepSeek coding agent harness: persistent shell, Ultra subagents, auto approval, Chrome MCP and session telemetry
产品发布/更新
9/11 07:31
IT之家 9 月 11 日消息，OpenAI 于当地时间 9 月 10 日宣布推出 Agents API 公测版，允许开发者通过 API 调用由 OpenAI 管理的云端 AI 智能体运行环境。 该服务复用了 Codex 背后的智能体执行框架和基础设施，开发者可以指定任务、模型、工具及运行环境，打造能够执行多步骤任务的 AI 应用。 OpenAI 表示，开发…
AI 点评 · 云端智能体基础设施落地，开发者无需自建环境即可跑多步任务，AI应用门槛大幅降低。
模型发布/更新
9/11 06:07
Configure and run existing coding-agent CLIs from one desktop app.
模型发布/更新
9/10 20:40
Deepseek releases V4.1-Flash, a multimodal model with 552 billion parameters that cuts KV cache memory to a quarter of its predecessor. On the DeepSWE coding benchmark, it narrowly…
行业动态
9/10 19:00
论文研究
9/10 06:58
Google has open-sourced Mantis, a stack-agnostic toolkit of security review skills for AI coding agents. It runs the full vulnerability lifecycle: sweep the code, filter false posi…
论文研究
9/10 04:00
Agent usage is shifting toward long-horizon tasks such as coding and scientific discovery, among which terminal tasks are especially important. We introduce T1, a Mixture-of-Experts model of 122B tota…
产品发布/更新
9/9 07:31
IT之家 9 月 9 日消息，消息源亚伦 · 佩里斯（Aaron Perris）昨日（9 月 8 日）在 X 平台发布推文，通过挖掘 tvOS 27 Beta 更新代码，发现了 AppleTV18,1 硬件踪迹， 预估是苹果新款 Apple TV 4K 硬件。 芯片方面，根据代码细节，苹果新款 Apple TV 4K 硬件配备 A19 或者 A19 Pro…
AI 点评 · A19芯片加持，Apple TV或补齐AI短板，成家庭智能中枢关键棋子。
行业动态
9/9 05:04
Cognition's valuation multiple is higher than Cursor's was before selling to SpaceX.
AI 点评 · AI编程市场多点开花，资本押注非垄断格局。
论文研究
9/9 04:00
Large language models (LLMs) have demonstrated remarkable capabilities in reasoning and code generation, raising the prospect that they could assist in developing and optimizing the very infrastructur…
论文研究一手源
9/9 01:54
Existing methods for test-time reinforcement learning (TTRL) derive rewards from answer-level self-voting on unlabeled test-time tasks with canonical answers, but this breaks down for code generation…
论文研究一手源
9/9 01:53
Execution feedback can guide coding agents toward correct repository repairs, but only when the tests capture the behavior requested by the issue. Agent-generated tests can encode incomplete or incorr…
产品发布/更新
9/8 20:59
Pi Coding Agent 中文学习蓝皮书：从安装与第一个可验收任务开始，逐步掌握 Session、Context、Skill、Extension、Subagent 与长期 Agent 工作流。
产品发布/更新
9/8 20:59
Pi Coding Agent 中文学习蓝皮书：从安装与第一个可验收任务开始，逐步掌握 Session、Context、Skill、Extension、Subagent 与长期 Agent 工作流。
行业动态
9/8 19:10
行业动态
9/8 08:08
IT之家 9 月 8 日消息，网友 pdfu 昨日（9 月 7 日）在 MacRumors 论坛发帖，通过挖掘 watchOS 27 Beta 8 更新，发现了关于 Apple Watch Series 12 智能手表的更多线索， 并预估苹果公司会带来 4 项升级。 硬件方面，基于 watchOS 27 Beta 8 代码信息，在关联 T8320 芯片的 N…
AI 点评 · 存储翻倍与训练功能升级，预示健康监测向专业力量训练深化。
论文研究
9/8 04:00
SWE-Bench Pro has emerged as a standard benchmark for evaluating software engineering agents on challenging repository-level tasks. However, our analysis work show that its evaluation is undermined by…
行业动态
9/8 00:32
AI 点评 · 让AI编程从“一问一答”升级为“后台并行”，工程效率拐点来了。
模型发布/更新一手源
9/6 16:00
Inside OpenAI, coding agents are reshaping AI research. Explore early data on agent usage, experiment velocity, task complexity, and research acceleration.
AI 点评 · 智能体正成倍提速研究进程，OpenAI内部数据首次揭示实验密度与复杂度跃升。
行业动态
9/6 06:15
AI 点评 · 开源记忆层直击AI编程痛点，让Agent跨会话续写代码，效率翻倍。
产品发布/更新
9/6 03:40
We look at Project HydraFusion, GitHub's research preview that treats workflow selection as an optimization problem rather than a model picker. We break down the three execution pa…
技巧与观点
9/5 23:51
TIL: Using Blender with coding agents on macOS I've been having fun with Blender in ChatGPT Codex on my Mac recently. Getting it to work with coding agents is really easy: install…
AI 点评 · 跨工具融合新玩法，展示AI代理操作3D软件的潜力，降低创作门槛。
行业动态
9/5 06:18
AI 点评 · 鸿蒙原生AI开发框架落地，展示国产系统端侧智能新路径。
行业动态
9/5 00:05
Microsoft's Copilot rarely reproduces even full sentences from news articles and books, let alone substantive chunks that could substitute for the original, the company says in new…
技巧与观点
9/4 13:18
new SOTA computer use and coding, 2.5x pricier per token, but WAY cheaper per task, less monitorable. overall, a very successful launch of OpenAI’s new frontier model class.
模型发布/更新
9/4 07:43
IT之家 9 月 4 日消息，智谱 AI 昨日宣布，旗下 GLM Coding Plan 正式推出“Flash × ZCode”夜间畅用活动。 即日起至 9 月 20 日，每晚 23:00 至次日 9:00，所有付费套餐用户无需手动开启，系统将自动生效优惠。活动期间，GLM Coding Plan 套餐中的 GLM-5.3-Flash 模型额度消耗规则如下：…
AI 点评 · 夜间免费时段精准覆盖开发者高频场景，降低试用门槛，或催化AI编程工具竞争新策略。
论文研究
9/4 04:00
Co-work agents execute complex workflows that combine information gathering, tool use, coding, and file manipulation across many model invocations. Because cost and latency accumulate over the full ep…
行业动态
9/4 03:25
OpenAI has released GPT-6 Astra, its most capable model yet. President Greg Brockman says it marks the start of the "AGI era." Astra tops benchmarks in math, coding, and cybersecur…
AI 点评 · 首个敢自封开启AGI时代的大模型，性能碾压基准测试，或成行业新分水岭。
产品发布/更新
9/4 02:51
Perplexity has shipped hybrid compute for its Mac app, splitting a single Perplexity Computer task between frontier models in the cloud and a compact model running on the user's ma…
AI 点评 · 模型瘦身两成还提速，端云协同成AI落地新范式，值得开发者关注。
行业动态
9/4 02:19
For its new Muse Spark model, intended for operating coding and other agents, Meta is offering an explicit discount averaging out to about 95% for users who "contribute" to the dev…
AI 点评 · 以补贴换数据，Meta为训练智能体模型开辟新路。
行业动态
9/4 02:06
OpenAI leaders think the company’s next generation model, which excels at computer use and coding, may mark a major milestone in AI development.
AI 点评 · 模型能力跃升与AGI前景绑定，预示AI应用范式将迎来质变拐点。
论文研究一手源
9/4 01:53
Repository-level software engineering benchmarks have significantly advanced the evaluation of coding agents, but existing benchmarks primarily measure whether generated patches pass functional tests…
模型发布/更新一手源
9/3 19:00
Introducing GPT-6 Astra, our most intelligent and aligned model yet, with state-of-the-art capabilities across computer use, coding, cybersecurity, and science.
技巧与观点一手源
9/3 08:00
行业动态
9/3 07:16
IT之家 9 月 3 日消息，西班牙 AI 公司 Multiverse Computing 最新推出 Quasar 438B 模型，根据 Artificial Analysis 得分， 该模型 Intelligence Index v4.1.1 得分为 43，在参与比较的欧洲模型中排名最高。 IT之家注：该指数综合 9 项评测，覆盖智能体、代码、科学推理、通…
AI 点评 · 欧洲开源大模型格局生变，西班牙新贵以1M长上下文挑战美国主导。
行业动态
9/3 00:59
Google's Gemini 3.8 Flash, the third Flash model in six weeks, matches Claude Opus 5 on some agentic coding benchmarks at lower cost. But its "working harder" reasoning burns about…
产品发布/更新
9/2 13:02
代码之后，3D建模也开始「一句话交付」。
模型发布/更新
9/2 07:57
Today is Claude Fable (and Mythos) 5.1 day . Anthropic say that Fable 5.1 "sets a new standard for coding, knowledge work, and long-running problem-solving tasks". Their announceme…
AI 点评 · 代码与知识工作新标杆，动画生成能力惊艳，值得开发者实测。
行业动态
9/2 06:48
模型发布/更新
9/2 04:32
Anthropic launches Claude Fable 5.1 and Mythos 5.1, its most capable AI models yet. Fable 5.1 doubles its predecessor's score on Terminal-Bench-Science and improves agentic coding…
AI 点评 · 成本降45%还升级编程科研，Claude新模型性价比拉满，开发者效率或迎质变。
论文研究
9/2 04:00
Competitive programming has become a key test of large language model reasoning, with international competitions such as IOI and ICPC representing its most challenging settings. We present an end-to-e…
论文研究
9/2 04:00
Faithfully translating research papers into repository-level implementations remains challenging because papers often describe methods at a high level, leave implementation assumptions implicit, and r…
论文研究一手源
9/2 01:59
The repository-level code generation task requires synthesizing code that satisfies task requirements while remaining consistent with the target repository context. Since real-world repositories often…
产品发布/更新
9/1 16:46
Turn DeepSeek Harness into a self-hosted enterprise Agent platform with knowledge, deep research, content generation, vibe coding, browser automation, governanc…
模型发布/更新
9/1 13:44
**Anthropic** released **Claude Fable 5.1** and **Claude Mythos 5.1**, which share base weights but differ in safeguards and routing, showing improved coding performance and usabil…
模型发布/更新
9/1 13:44
**Anthropic** released **Claude Fable 5.1** and **Claude Mythos 5.1**, which share base weights but differ in safeguards and routing, showing improved coding performance and usabil…
论文研究
9/1 04:00
This paper studies autonomous software development, in which LLM-based coding agents transform high-level requirements into complete, functional, and usable software systems without human intervention…
论文研究
9/1 04:00
Embedding-based code retrieval is a core component of coding agents and retrieval-augmented code generation, where retrieving correct code matters more than retrieving lexically similar code. Existing…
行业动态
9/1 00:48
AI 点评 · AI编程提效受制于交付环节，架构实践揭示关键瓶颈。
行业动态
9/1 00:39
AI 点评 · AI编码再进一步，打通研发全链路才是企业落地的关键。
产品发布/更新
8/31 09:02
Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context…
论文研究
8/31 04:00
Coding agents are now commonly evaluated on the SWE-bench family of benchmarks, whose tasks are built from curated GitHub issues: long, structured, and information-rich. Real user requests, however, a…
论文研究
8/31 04:00
Command-line coding agents (e.g., Claude Code, Gemini CLI) can already read and write files and sustain long sessions, yet end-to-end research still fragments across chat tools, IDEs, terminals, and w…
行业动态
8/30 18:41
AI coding assistants like Claude Code and Codex have no sense of time, according to a new study. Both systematically overestimate how long tasks will take. Codex is off by as much…
AI 点评 · 时间感知缺失暴露AI代理致命短板，任务规划误差成规模化应用关键瓶颈。
产品发布/更新
8/30 07:16
Stop your coding agent from stalling real work on self-invented bookkeeping - receipts, hashes, locks, certification rituals. Ship first, then verify. Skill for…
行业动态
8/29 21:33
OpenAI is cutting off the AI coding tool Cursor after SpaceX acquired the company, citing Elon Musk's track record of breaking contracts. Cursor co-founder Michael Truell downplays…
AI 点评 · 马斯克收购引发连锁反应，OpenAI切断合作凸显商业信任危机。
产品发布/更新
8/29 20:11
Coding正在变成Al世界的数字执行力
AI 点评 · 编程门槛骤降，AI正将创意直接转化为数字执行力。
论文研究一手源
8/29 00:27
AI coding agents, software tools that automate development tasks through reasoning and tool use, are increasingly extended through plugin marketplaces, yet the structure, maintenance, and co-evolution…
行业动态
8/28 23:36
AI 点评 · 多智能体协作审查代码，规模化落地经验值得借鉴。
模型发布/更新
8/28 15:52
腾讯混元刚开源的 Hy4 preview，明显奔着干活去了。 参数更大，跑得也不慢：总参数量 770B，单次推理激活 49B，支持 1M 上下文。而且它把自身训练和优化都包圆了，端到端吞吐较基线提升 31.8%。 代码和办事能力大涨：在 Arena 的代码测试里冲到第 5，开源模型里排第 3。内部盲测 200 多个工程任务，分数压过了 GLM 和 Kimi。…
行业动态
8/28 13:45
IT之家 8 月 28 日消息，科技媒体 Linuxiac 昨日（8 月 27 日）发布博文，报道称开源操作系统项目 Asahi Linux 官方宣布， 针对苹果 M3 系列 Mac 电脑的原生 Linux 支持已步入最后冲刺阶段，核心驱动代码已被正式并入 Linux 7.2 内核主线周期。 该媒体指出苹果 M3 系列芯片采用了高度定制化的电源管理、显示控制…
AI 点评 · 底层驱动突破，M3跑Linux不再是梦，开源生态再进一步。
技巧与观点
8/28 06:50
Breaking Claude Code Opus 5 Auto Mode Anthropic are putting a great deal of faith in Claude Code's auto mode for protecting their coding agent users against prompt injection attack…
AI 点评 · 自动模式成防注入攻击新防线，Anthropic押注AI编码安全，行业风向标值得紧盯。
论文研究
8/28 04:00
Loop Engineering is emerging as a practice for organizing development work around coding agents. Instead of writing each prompt by hand, practitioners design loops that monitor progress, assign work,…
论文研究
8/28 04:00
Interactive web application generation requires models to produce usable HTML, CSS, and JavaScript applications from natural language requests. Unlike conventional code generation, application quality…
行业动态
8/26 22:51
论文研究
8/26 22:20
Four falsifiable conditions for agentic coding replacing juniors, tested against METR, OpenAI, DORA and Stanford primary source evidence The post What Would Have to Be True for Age…
论文研究
8/26 04:00
World models aim to simulate how complex environments evolve under actions and events, yet existing video-based world models primarily learn dynamics from visual observations, which reveal outcomes ra…
产品发布/更新
8/26 02:22
Privacy-focused AI conversation platform for chat, coding, research, and documents.
产品发布/更新
8/26 00:55
Wemux - self-hostable AI agent collaboration platform (Apache-2.0, community edition)
论文研究
8/25 04:00
Coding agents perform long-running tasks spanning dozens of model calls, tool uses, and code edits. As these runs unfold, users face a practical cost-quality trade-off: escalating to a stronger model…
论文研究
8/25 04:00
Large vision-language models have shown strong progress in UI-to-code generation, yet their test-time self-evolution remains unstable. We first identify a fundamental obstacle, termed visual repair co…
论文研究一手源
8/25 01:59
Modern software systems accumulate technical debt over decades of development, which makes migration expensive and largely manual. As coding agents become increasingly capable at bug fixing, can they…
行业动态
8/24 23:52
AI 点评 · AI依赖将瓦解编程专长，警示技术反噬与人才断层风险。
行业动态
8/24 18:16
产品发布/更新
8/24 14:36
Spark-x2.5 open model series. Pushing the Limits of Agentic Capabilities in On-Device Models
论文研究
8/24 04:00
As on-device LLM agents evolve into personal copilots, the mobile operating system has become a key testbed for this paradigm, making rigorous capability evaluation essential. Yet existing benchmarks…
论文研究
8/24 04:00
Large Language Models excel at code generation, yet competitive programming exposes a persistent failure mode: existing multi-agent pipelines distribute work over generic planner, coder, and debugger…
论文研究
8/24 04:00
Concurrent multi-agent coding promises division of labor across modules, robustness through redundancy, and parallel exploration at the natural granularity of multi-file projects. Realtime collaborati…
论文研究
8/24 04:00
As large language models (LLMs) continue to advance in coding capabilities, their potential in cybersecurity has drawn increasing research attention, with closed-source LLMs (e.g., Mythos) delivering…
论文研究
8/24 04:00
Modern software systems accumulate technical debt over decades of development, which makes migration expensive and largely manual. As coding agents become increasingly capable at bug fixing, can they…
产品发布/更新
8/23 20:40
A minimal local coding agent in Go — a faithful port of Sebastian Raschka's mini-coding-agent, with no LLM framework.
产品发布/更新
8/23 07:49
AI image and video generation skill for Claude Code and other coding agents — Gemini, OpenAI and Kie AI behind one CLI and MCP server, with EU AI Act content ma…
论文研究
8/22 04:00
Recent large language models (LLMs) can operate as coding agents that build complete games from natural language requests. Game development is especially demanding because program logic, visual and au…
行业动态
8/22 00:47
Hi HN- I'm Pablo, the founder of Proliferate (YC S25)! Proliferate ( https://github.com/proliferate-ai/proliferate ) is an open-source, self-hostable AI IDE that lets you work and…
模型发布/更新
8/21 16:59
AI Coding 福利站导航：免费白嫖 Claude Code / Codex 的中转站与公益站合集，含额度、模型、价格自动更新与一键配置脚本
技巧与观点
8/21 13:44
**Ox Alpha** emerged as a mystery model with strong coding and agentic performance, likely a **Zhipu/GLM-family** model such as **GLM-5.3 Vision**. Analysts suggest its gains come…
论文研究
8/21 04:00
Repository-level coding benchmarks have become the standard for evaluating coding agents, yet they inherently suffer from data leakage because they are built upon popular open-source repositories repe…
行业动态
8/21 03:05
Hello everyone. I've been working on this experimental editor called Huzzah. I've been working almost exclusively with coding agents since January of this year, and over the past f…
AI 点评 · AI编程工具新范式，直击代码代理协作痛点，值得开发者实测。
行业动态
8/20 20:04
I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except ins…
行业动态
8/20 20:00
Slack is introducing dedicated channels where teams can vibe-code together with AI agents instead of jumping between different tools and conversations. The Slack Code launch includ…
行业动态
8/20 17:16
行业动态
8/20 05:51
SpaceX was reportedly in talks to buy AI coding startup Cognition. SpaceX has already acquired Cursor as it races to catch up to rivals like OpenAI and Anthropic in enterprise AI.
AI 点评 · AI编程赛道并购热升级，SpaceX布局意图明显，折射科技巨头对智能编码工具的争夺白热化。
论文研究
8/20 04:00
Software increasingly functions as part of the scientific instrument itself, making failures in scientific code capable of compromising not only program behavior but also the evidence underlying scien…
论文研究
8/20 04:00
Large language model agents have made substantial progress in code generation, yet most existing systems assume a predefined repository architecture. This assumption does not hold in zero-to-all code…
论文研究
8/19 04:00
Programmable logic controllers (PLCs) run industrial plants, and large language models can already generate independent program organization units (POUs) for them. Whether such logic integrates into a…
产品发布/更新
8/18 23:14
IT之家 8 月 18 日消息，据科技媒体 Windows Central 今天报道，微软暂时移除了 Win11 系统的 Copilot 任务栏搜索框，同时将更多精力放在统一版 Copilot 应用上。 IT之家从原报道获悉，微软曾于去年更新 Windows 11 的任务栏，允许用户将原来的普通搜索框替换成 Copilot 搜索框，让用户直接从任务栏与 Co…
AI 点评 · 统一体验优先，微软战略聚焦或预示AI助手入口新方向。
行业动态
8/18 21:00
Secret parameter allowed hackers to steal passwords when a target clicked on a link.
产品发布/更新
8/18 17:01
除了首页时间流和侧栏的精选展位，少数派Matrix社区还有很多优秀内容因条件所限无法得到有效曝光，因此我们决定重启Matrix周报，并在此基础上添加更多社区内容、作者投稿新玩意呈现给大家。上周社区速递 ... 查看全文
产品发布/更新
8/18 15:33
代码能跑≠游戏能玩
产品发布/更新
8/18 11:52
Agent 越来越会写代码了，却还是常常像第一次来到这个项目。
论文研究
8/18 04:00
Reinforcement learning for coding agents increasingly relies on long-running agent harnesses to manage tool integration, repository contexts, and execution feedback. However, the native execution envi…
行业动态
8/17 22:34
AI 点评 · AI重构研发流程，Rootly颠覆传统代码评审，预示智能体将重塑开发范式。
行业动态
8/17 22:18
AI 点评 · AI修复工具反成攻击面，供应链安全新漏洞值得警惕。
行业动态
8/17 17:44
产品发布/更新
8/16 23:19
DeepSeek Harness (DSH) plugin: dispatch work to DSH agents from Claude Code / Codex — native subagent progress, in-host worker sessions with per-tier presets, a…
行业动态
8/16 18:31
AI 点评 · 代码生成告别玄学，回归可验证的工程逻辑。
行业动态
8/16 18:00
AI 点评 · AI Coding正从工具走向金融科技研发全流程，闭环落地是行业关键转折。
行业动态
8/16 00:30
AI coding startup Cursor is now officially a part of SpaceX.
AI 点评 · 交易背后暗藏AI编程与航天巨头的战略协同，或重塑行业竞争格局。
产品发布/更新
8/15 22:21
Curated copy-paste AI prompts for student developers - disciplined workflows for coding agents that verify, don't guess
行业动态
8/15 18:39
AI 点评 · AI角色转变：从写代码到带团队，重新定义人机协作新范式。
产品发布/更新
8/15 11:00
DeepSeek Harness 零代码桌面端｜一键启动，支持 Windows 与 macOS；内置插件发现、热点插件推送、一键安装与管理、AI 智能推荐和视觉增强。
产品发布/更新
8/15 11:00
DeepSeek Harness 零代码桌面端｜一键启动，支持 Windows 与 macOS；内置插件发现、热点插件推送、一键安装与管理、AI 智能推荐和视觉增强。
论文研究一手源
8/15 01:06
We present a Test-time World-model Inference (Twin) system, in which a frontier coding agent writes an executable world model for completing continual learning tasks, such as ARC-AGI-3 games. Traditio…
行业动态
8/14 22:54
行业动态
8/14 22:28
模型发布/更新
8/14 18:21
Zhipu AI has released GLM-5.3, a model that, according to its own benchmarks, is the most powerful open-weights coding model, with a 50 percent improvement over its predecessor thr…
模型发布/更新
8/14 16:47
顺手拿下最强开源安全模型
模型发布/更新
8/14 16:03
Z.ai released GLM-5.3 on August 14, 2026. The model reuses the 743B GLM-5.2 base unchanged. Every reported gain comes from scaled post-training: more long-horizon task environments…
产品发布/更新
8/14 14:26
基于 Hybrid RAG 与 LangGraph 的本地代码仓库理解工具，支持中英文提问、语义检索、证据引用和多问题拆分
产品发布/更新
8/14 14:26
基于 Hybrid RAG 与 LangGraph 的本地代码仓库理解工具，支持中英文提问、语义检索、证据引用和多问题拆分
模型发布/更新
8/14 13:44
**Z.ai launched GLM-5.3**, a coding- and cyber-focused model with significant gains on agentic and security benchmarks, achieved through scaled post-training rather than a larger b…
行业动态
8/14 05:42
Microsoft Copilot will no longer show its emotive yellow blob, Mico, when you use the chatbot's voice mode. In a support page, Microsoft says it's going to move Mico to its Learn L…
AI 点评 · 微软砍掉情感化形象，聚焦功能优先，AI助手交互设计风向标值得关注。
论文研究
8/14 04:00
Large language model (LLM) agents are evolving from conversational assistants into autonomous systems that execute long-horizon tasks through reasoning, tool use, code generation, and workspace manipu…
行业动态
8/14 02:41
Google shipped Gemini 3.7 Flash just three weeks after 3.6 Flash. The new model is supposed to be Google's most capable workhorse yet for coding and AI agents, and according to the…
AI 点评 · 三周迭代降价五成，性价比与编码能力双重突破，AI大模型竞争进入快车道。
论文研究一手源
8/14 01:57
LLM coding agents issue Bash commands through interfaces that may serialize, wrap, and reparse model output. Matched execution scores alone cannot distinguish command-generation errors from failures i…
模型发布/更新
8/14 01:47
Google has released Gemini 3.7 Flash, a refinement of Gemini 3.6 Flash with algorithmic improvements to its reasoning core. It handles text, images, audio, and video across a 1M-to…
论文研究一手源
8/14 01:41
AI agents are increasingly used for programming, but do not provide any guarantee on the correctness of generated code. Verified code generation, in which an agent produces both an implementation and…
行业动态
8/13 23:30
Microsoft is simplifying Copilot by combining its consumer and business apps, and dropping AI-generated podcasts, Group Chats, Deep Research, and its Mico character.
行业动态
8/13 22:39
IT之家 8 月 13 日消息，据外媒 The Verge 今天（13 日）晚间报道，微软终于开始整合面向个人和企业用户的两套 Copilot AI 助手，目标是打造一个统一的“超级应用”。 为超级应用“铺路”的第一步，就是从 Copilot 和 Microsoft 365 Copilot 两款应用开始，个人账户和工作账户都会 迁移到新版统一应用 。 新应用…
行业动态
8/13 21:30
Microsoft is finally beginning to combine its consumer and commercial Copilot AI assistants into a single "super app" interface, starting with the Copilot and Microsoft 365 Copilot…
行业动态
8/13 16:14
Hi HN! We’re Adi and Alex, founders of Bullet, a faster coding agent. Bullet started in a senior year dorm. We were fresh out of working at AppLovin and Citadel, and naturally thou…
模型发布/更新
8/13 14:18
SpaceXAI released Grok 4.6 on August 12, 2026 — a post-training upgrade over Grok 4.5, not a larger base model. It ties GPT-5.6 Sol Max at 61 on the Artificial Analysis Intelligenc…
模型发布/更新
8/13 13:44
**Google** rapidly released **Gemini 3.7 Flash** just three weeks after 3.6 Flash, targeting coding, web development, knowledge work, and agentic workflows with a 50% introductory…
论文研究
8/13 04:00
LLM coding agents issue Bash commands through interfaces that may serialize, wrap, and reparse model output. Matched execution scores alone cannot distinguish command-generation errors from failures i…
行业动态
8/13 02:19
Cognition may be looking to raise another mega round just a few months after raising $1 billion at a $26 billion valuation.
AI 点评 · AI编程赛道估值飙升，印证资本对自动化开发工具商业前景的狂热押注。
行业动态
8/13 01:22
AI 点评 · AI原生语言颠覆编程范式，开发者角色或将重塑。
模型发布/更新
8/12 23:57
IT之家 8 月 12 日消息，北京时间今天（12 日）晚间，Grok 4.6 正式发布。新模型在 Grok 4.5 基础上进一步强化长时间运行的智能体任务，以及复杂的交互和视觉工作。 按照发布信息，Grok 4.6 能够持续处理包含大量步骤的复杂任务，包括 资料研究、信息分析、大型代码库处理 ，以及将产品构想转化为完整应用或工作成果。 基准测试方面，Gro…
模型发布/更新
8/12 18:18
Microsoft has released MAI Code 1.1 Flash, a code model for GitHub Copilot that's said to be 25 percent more token-efficient at a quarter of the cost of its predecessor. In benchma…
论文研究
8/12 04:00
Complex software systems develop over timescales that exceed the lifespan of any individual coding agent. Most agentic software systems preserve continuity through persistent sessions, memories, manag…
论文研究
8/12 04:00
This paper reports a single, fully instrumented case study of a large-scale architectural refactoring by an AI coding agent under a specification-first protocol, with no human review of the generated…
产品发布/更新
8/11 13:59
随着HarmonyOSNEXT的日渐成熟，越来越多的独立开发者和小团队开始将目光投向这片新的生态。借助日益强大的AI辅助编程工具，写出能跑通的代码、画出漂亮的UI界面，门槛已经变得前所未有地低。但当你 ... 查看全文
技巧与观点
8/11 06:33
IT之家 8 月 11 日消息，外媒 9to5Mac 在挖掘苹果 iOS 27 开发者预览版 Beta 5 代码信息时发现苹果正在开发一项名为 Apple Reference Image 的新功能，用于认证 iPhone 拍摄照片的来源真实性。 随着生成式 AI 图像技术快速发展，AI 生成或经过深度修改的图片越来越容易伪装成真实照片，过去需要专业摄影后期人…
AI 点评 · 用系统级认证对抗AI造假，手机照片可信度有了新标准。
论文研究一手源
8/11 01:45
Test-time scaling often uses an external verifier, such as compilers and test cases in coding or trained value functions in robotics applications, to obtain high-quality rollouts. Verifier-free test-t…
论文研究
8/10 04:00
As AI coding agents take on increasingly complex, long-horizon software engineering tasks, existing benchmarks are rapidly saturating and their evaluation quality has come under serious scrutiny: a re…
技巧与观点
8/9 21:22
IT之家 8 月 9 日消息，甲骨文（IT之家注：Oracle）现已通知 OpenJDK 开发者，要求项目组不能再提交 AI 生成的代码。 甲骨文对此表示：“ OpenJDK 社区贡献内容不得包含由大语言模型 、 扩散模型或深度学习系统生成的内容 。此处的‘内容’包括但不限于代码、文本、PR、电子邮件沟通、维基和 Bug 报告。” 甲骨文解释称， 本次新规出…
AI 点评 · AI写代码虽热，但开源项目信任与质量更重，此规为业界立下新标杆。
产品发布/更新
8/9 20:15
600 行 TypeScript 写成的超级迷你版 pi，让你轻松从 0 写出属于你的 pi-agent
产品发布/更新
8/9 15:00
特别声明本文的项目构思、结构设计及相关素材整理均由人工完成。在产品开发与调试过程中，使用GPT-5.6Sol模型作为辅助工具，参与方案讨论、代码编写与问题排查。文章内容基于实际开发过程中的经验与记录， ... 查看全文
AI 点评 · 用AI辅助搭建桌面看板，展示F1数据，是极客与车迷的实用结合。
论文研究
8/8 05:52
Tencent Cloud has open-sourced TencentDB Agent Memory v2.0, a team-level memory hub that turns conversations, documents and code into four governed, reusable assets — Chat Memory,…
论文研究
8/8 04:00
We present Ouroboros, a self-developing agent harness whose tools, prompts, context assembly, and core implementation improve through reviewed commits that become the runtime for later work. Core evol…
行业动态
8/8 02:25
AI 点评 · 开源替代方案冲击成本壁垒，AI编程支出骤降揭示行业拐点。
论文研究一手源
8/8 01:23
Agentic coding faces growing problems of affordability and wasted tokens. We introduce Blast Radius, a predictive memory management layer that estimates an incoming prompt's reach through coupled cont…
技巧与观点
8/7 13:44
**OpenAI** escalates its upcoming **Astra** model to "critical" cyber status due to significant advancements in agentic coding and cybersecurity, pausing some activities to strengt…
论文研究
8/7 13:42
Microsoft has open sourced code-testing-generator, a polyglot unit-test agent shipping in the MIT-licensed dotnet/skills repository. It reads a repository before writing anything —…
论文研究一手源
8/7 08:00
Large Language Models (LLMs) have achieved state-of-the-art performance on a broad range of Natural Language Processing (NLP) tasks, including document processing and code generati…
论文研究
8/7 04:00
Self-improving coding agents that iteratively rewrite their own source code have demonstrated impressive performance on coding tasks. However, existing solutions generally derive self-modification fro…
技巧与观点
8/7 01:17
In this tutorial, we explore adaptive experimentation using Meta’s Ax with the modern Client API. We work through a complete workflow where we tune a RandomForest model on a synthe…
AI 点评 · Ax平台实操指南，降低自适应实验门槛，值得算法工程师收藏。
行业动态
8/7 01:00
Taking vibe-coding a step further, Naïve claims its infra can automate most of the work in setting up and running a business.
AI 点评 · 从“氛围编程”到公司运营，全流程自动化或颠覆创业服务赛道。
技巧与观点
8/7 00:30
As engineering teams adopt coding agents like Codex, leaders need visibility into adoption, consumption, and reliability. This post shows how to route Codex OpenTelemetry metrics t…
产品发布/更新
8/7 00:28
Learn how to build 24/7 automated AI agents & chatbots for your website, SaaS, or Shopify store with zero coding required.
行业动态
8/7 00:15
Cloudflare built an AI agent workspace for its employees. Now it’s open source.
技巧与观点
8/7 00:12
Learn how to run the full Amazon Bedrock Automated Reasoning policy lifecycle from your coding agent. A suite of open source Agent Skills builds, reviews, tests, debugs, deploys, a…
行业动态
8/6 20:31
Meta released Muse Spark 1.2 along with its own coding agent, Muse Code, which is designed to pick up exactly where it left off after a crash. The cheapest tier runs just 20 cents…
论文研究
8/6 17:00
Prime Intellect has open-sourced Prime Agent, a coding and research harness built on two abstractions: the Recursive Language Model, which turns sub-agent calls into functions insi…
行业动态
8/6 05:21
Meta expanded its AI coding offerings with a new agent that, it promises, can handle complex tasks with complex software.
AI 点评 · 开源AI编码新赛道，Meta入局挑战GitHub Copilot，复杂任务处理成核心看点。
论文研究
8/6 04:07
Meta Superintelligence Labs has released Muse Code, a terminal coding agent in beta, powered by the new Muse Spark 1.2 model. Muse Code plans changes, writes code, and validates re…
论文研究
8/6 04:00
The widespread integration of AI coding assistants offers undeniable boosts to engineering velocity. Yet, recent studies point to a growing trade-off, revealing persistent challenges with code quality…
产品发布/更新
8/6 03:08
Aixle Flow — orchestrate coding agents through durable, inspectable workflows.
行业动态
8/6 02:45
AI 点评 · AI辅助优化传统工具，展现外行跨界创新潜力，效率提升惊人。
模型发布/更新
8/6 00:47
Hi HN, this is Shailendra and Karan here. We are building a fast and safe way for coding agents to debug issues live in production. When prod breaks, it lets Cursor, Claude, and ot…
产品发布/更新
8/5 14:51
MCP server that gives text-only LLM coding agents vision — analyze images via any multimodal model (mimo, Claude, Gemini, OpenAI-compatible). Works with Claude…
产品发布/更新
8/5 14:16
2026 年编程导航 AI 编程实战新项目，基于 Taro + React + FastAPI + DeepSeek 的 AI 闯关学习小程序，支持一句话 / 文本主题 AI 出题、闯关答题与即时讲解、联网搜索增强、RAG 私有知识库出题、AI 生图配图、微信登录与通关复盘报告。覆盖 LangChain / LangG…
论文研究
8/5 12:43
CopilotKit has published the Channels SDK, an MIT licensed library that runs an existing AG-UI agent inside Slack and Microsoft Teams. Version 0.5.0 ships five platform adapters an…
产品发布/更新
8/4 15:32
FuXi is a fast, self-contained AI coding agent that lives in your terminal — edit code, run commands, and drive tools, with cost-aware routing across LLM provid…
模型发布/更新
8/4 14:32
文 | 李炤锋 编辑 | 张雨忻 “长链任务如果只通过代��层面的反馈，误差可能会不断累积，最终效果会非常差。”谈及原生多模态的意义，一位多模态研究员表示，“视觉是一种更准确的反馈，也更贴近用户意图。” 过去一年，Coding与Agent能力不断改写大模型的排名，也成为AI最快兑现商业价值的场景之一。与此同时，随着Agent开始接管更多长链任务，越来越多的通…
技巧与观点
8/4 11:49
Qwen is so back!
行业动态
8/4 04:00
AWS now allows vibe-coding tool Superblocks to be embedded into the private clouds of AWS customers. It's another step toward decoupling apps from models.
AI 点评 · 云巨头开放私有化部署，标志AI应用与模型解耦加速，生态控制权争夺战升级。
论文研究
8/4 04:00
Large language models are increasingly embedded in software engineering workflows as coding agents that can inspect repositories, invoke tools, execute tests, debug failures, and generate patches. Yet…
行业动态
8/4 02:00
AI 点评 · 终端AI助手体验升级，交互更直观，配置门槛降低，开发者效率有望显著提升。
行业动态
8/4 00:35
AI 点评 · 命令行与AI结合，开启高效编程新体验。
行业动态
8/4 00:32
Hi HN, we’re Bence and Ryan, founders of Hoplite ( https://hoplite.sh ). Hoplite lets you deploy coding agents in the cloud, with a suite of tools that makes it incredibly easy to…
AI 点评 · 云上部署编程代理门槛大降，直击AI开发团队协作痛点，看点在于工具链整合的实操价值。
模型发布/更新一手源
8/3 23:00
Kaggle’s AI Agents Intensive with Google brought learners together in a no-cost course to build and deploy the next frontier of AI.
行业动态
8/3 18:00
Your next drive-thru order might be taken by a bot. And you might not even notice.
模型发布/更新
8/3 13:44
**Alibaba** launched **Qwen3.8-Max**, a **2.4T-parameter** open-weight model emphasizing autonomous coding, long-horizon execution, and multimodal feedback, with aggressive pricing…
论文研究
8/3 04:00
Real-world software development requires coding agents to operate in shared workspaces where users may inspect and modify code during an ongoing task, yet existing repository-level benchmarks typicall…
产品发布/更新
8/3 01:49
The graph based agentic IDE
行业动态
8/1 22:26
A field report from OpenAI and academic partners shows coding agents can modernize neglected research software, with speedups of up to 60x. But the systems are "eloquent, convincin…
AI 点评 · AI编码智能提速60倍，但科学判断仍是人类专属，AI辅助科研的边界值得深思。
行业动态
8/1 21:51
A security researcher has demonstrated a worm-like attack on Microsoft Copilot for Word: invisible prompt injections hidden in documents spread automatically into new files every t…
AI 点评 · 生成式AI的隐蔽攻击链曝光，文档蠕虫可劫持Copilot，企业防护需紧急升级。
产品发布/更新
8/1 16:04
A low-token visual evidence compiler for text-only coding agents. Convert images into compact Visual Evidence Packets (VEP) for DeepSeek, Codex, Claude Code, an…
论文研究一手源
8/1 01:56
LLM serving systems cache prompt KV state, yet most front ends still re-tokenize the full request text on every call. The cost lands on coding agents, which resubmit a long transcript after each small…
论文研究
7/30 04:00
Sequence models must decide what to write into memory and what to retain. In quantum and quantum-inspired sequence learning, nonlinear recurrent updates often require repeated circuit evaluations and…
论文研究
7/29 04:00
AI-assisted coding increasingly translates informal user intent into executable software, yet coding requests often contain ambiguities that recur in user-specific ways across tasks and sessions. Exis…
产品发布/更新
7/27 13:03
An old coder's strategy for the agent era: don't read the code — make it run the gauntlet. Evidence-first development skill for coding agents, inspired by Uncle…
产品发布/更新
7/27 05:58
runs anywhere. uses anything
产品发布/更新
7/24 01:32
A practical guide to AI: from running your first local model to building your own agents. 52 files covering LLMs, Ollama, RAG, prompt engineering, machine learn…
产品发布/更新
7/13 13:51
A visual benchmark testing whether leading coding agents repeat the same design patterns across 100 neutral website briefs.
产品发布/更新
7/4 05:09
Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.
模型发布/更新
5/24 21:02
Related ongoing thread: DeepSeek makes the V4 Pro price discount permanent - https://news.ycombinator.com/item?id=48237663 - May 2026 (384 comments)
