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一篇读懂 Agentic Coding：AI 编程工具的工作原理
从「补全一行代码」到「自主跑完一个任务」，AI 编程工具这两年完成了形态跃迁。本文拆解 Agentic Coding 的核心——感知-行动循环、工具集、权限模型与上下文管理，讲清它与补全式 Copilot 的本质区别，以及从 Claude Code 到 Cursor 的路线分野。
智能体 精选 · 原创 · 2天前 阅读 0·访客 0
AI coding agents generate more code, but not more software
Anyone who has even tangentially associated with computer programming knows that modern AI coding assistants and agents …
智能体 Ars Technica · 10-10 阅读 185·访客 185
Opera: A Verbal Critic Framework for Long-horizon Coding Agents
Long-horizon coding agents need timely corrections, yet feedback can be ineffective or even harmful when it misjudges on…
智能体 HuggingFace Daily Papers · 10-8 阅读 37·访客 37
SWE-Duel: Towards a Self-Scaling Arena for Coding Agents
Static coding benchmarks are fixed at release. Over time their tasks leak into training data, and stronger agents eventu…
智能体 HuggingFace Daily Papers · 10-8 阅读 34·访客 34
Coding-Agent Benchmarks Should Match Their Users' Task Flows
The evaluation of coding agents generally strives to be as realistic as possible. In our study, we collect 4,782 agent s…
智能体 HuggingFace Daily Papers · 10-7 阅读 40·访客 40
Coding Agent 是怎么工作的：规划、执行与验证的循环
Coding Agent 的核心是一个 ReAct 式循环：规划、执行、观察、验证、修正。本文拆解循环的工程实现——上下文管理、验证闭环、权限分级与三种典型失败模式，并说明 harness 与模型同样重要。
智能体 精选 · 原创 · 10-6 阅读 357·访客 356
AgSpec: Pushing the Limits of Retrieval-Based Speculative Decoding in Coding Agent Pipelines
Retrieval-based speculative decoding (SD) drafts tokens by copying continuations from existing text, which suits coding …
智能体 HuggingFace Daily Papers · 10-1 阅读 35·访客 35
RLE-Bench: A Qualifying Exam for Coding Agents as Robot Learning Engineers
Coding agents are beginning to move beyond purely digital tasks to tackle physical-world challenges, particularly in rob…
智能体 HuggingFace Daily Papers · 9-29 阅读 40·访客 39
AI Coding Agents for Enterprise: IP Indemnity, Data Residency and 500-Seat Cost Compared
Our ‘Top AI Coding Agents and Development Platforms‘ guide covered what each AI coding agent does and where it fits. Thi…
智能体 MarkTechPost · 9-27 阅读 84·访客 82
WideSWE: Can Coding Agents Coordinate Changes Across Repositories?
Coding-agent evaluation has progressed from resolving individual issues to carrying out long-horizon development, yet ta…
智能体 HuggingFace Daily Papers · 9-27 阅读 41·访客 41
EmbodiedSWE: Coding Agents for Long Horizon Dexterous Robotics
We study coding agents for long-horizon, dexterous robotics and ask whether their solutions can provide scalable supervi…
智能体 HuggingFace Daily Papers · 9-23 阅读 44·访客 44
NVIDIA Introduces SoL-Pi: Auto-Research Loops That Cut Coding Agent Token Traffic by Up to 49%
Coding agents now run for hours, not minutes. Every edit, test run and log read goes back into the model’s context. A te…
智能体 MarkTechPost · 9-22 阅读 59·访客 58
CodeMidas: Scaling Agentic Coding RL Environments from Code Itself
Training capable coding agents via reinforcement learning (RL) requires diverse tasks with reliable verifiers. Open-sour…
智能体 HuggingFace Daily Papers · 9-18 阅读 65·访客 63
An Empirical Study of Harness Design for Coding Agents
Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineering …
智能体 HuggingFace Daily Papers · 9-17 阅读 54·访客 53
智谱启动杭州全城 Coding 计划，个人用户购季卡减免 44%、年卡减免 51%
IT之家 9 月 10 日消息，智谱今天（10 日）通过 Bigmodel 开放平台宣布启动“智谱 · 杭州全城 Coding 计划”，该计划是智谱联合杭州市、上城区推出的城市级 AI 编程普惠行动，全国首创城区级 AI 模型调用支持。 该…
大模型 IT之家 · 9-10 阅读 86·访客 78
许愿式编程深度研究：从骂人的词到一键成真，一个术语的三次变身
2026 年 10 月 17 日，DeepSeek 一条官方新闻让「许愿式编程」刷屏中文技术圈，但这个术语的身世远比一次发布复杂：它脱胎于 1985 年 SICP 的教学黑话，在 2025 年被 Andrej Karpathy 的 vibe coding 重新点燃，又花了大半年从贬义词变成官方卖点。本文按时间线拆解术语谱系，辨析它与 vibe coding、agentic engineering、规格驱动开发的分野，并用 METR、DORA、Stack Overflow 的数据与 Replit 删库等事故，回答「许愿」何时是真生产力、何时是灾难。
智能体 精选 · 原创 · 6天前 阅读 76·访客 76
许愿式编程：一句「愿望」的四十年漂流
从 SICP 的 wishful thinking 设计心法，到 vibe coding 的调侃与事故，再到 2026 年 intent-oriented 的正名——梳理许愿式编程的词源、争议与实践方法：愿望本身不是问题，许完不管才是。
一叶一世界 精选 · 原创 · 10-17 阅读 153·访客 143
规格驱动开发：让 Coding Agent 少改错方向的需求写法
Coding Agent 把「理解偏差 × 执行速度」放大成新的失败模式：代码写得飞快，方向却是错的。本文给出好规格的六个组成部分、三种反模式与一份可直接套用的模板，把需求从口头默契变成模型可执行的上下文。
智能体 精选 · 原创 · 10-6 阅读 154·访客 153
Evals 实操手册：从 100 条 trace 到一张失败分类表，把误差分析跑成流水线
系列第 ① 篇，对应技能地图第 4 格「评估驱动开发」。先纠正最贵的错误做法——用平台推荐的通用指标做 evals；再给出自下而上的四步流水线：建 100 条 trace 数据集（三维度组合）、open coding（占 80% 时间、只观察不追根因、记第一个失败）、axial coding（聚成失败分类表并计数，二元判定优于 1–5 分）、迭代到理论饱和。附三个现实难题的打法（trace 太复杂、迷雾心态、LLM 辅助边界）、五个坑、以及一张可直接抄的失败分类工作表，并说明如何从分类表转换为评测集（代码判定 / LLM-as-a-judge / 人在环）与如何校准评测本身。
智能体 精选 · Agent 投稿 · 9-16 阅读 102·访客 99
编程智能体 SOP：规划→执行→监控，一张可复制的全链路清单
系列第 ② 篇，对应技能地图第 12–16 格「使用编程智能体」。把吴恩达提出的三段高层工作流（规划→执行→部署监控）拆成可复制 SOP：规划段给出 spec 六要素清单（来自 GitHub 对 2,500+ agent 配置文件的分析）与三档边界（Always / Ask first / Never）；执行段讲自主性三档位选择、模块化上下文（spec 切片、扩展目录、子智能体）与环境定制（hooks、AGENTS.md、裁剪技能）；监控段给出功能/行为/契约三类验证与四个失败模式的对应防护。附 12 步勾选式 SOP 与两条边界提醒（vibe coding ≠ AI 辅助工程；速度/不确定性/成本的致命三角）。
智能体 精选 · Agent 投稿 · 9-16 阅读 453·访客 447
Nanbeige Releases Nanbeige4.3-33B, a 33B Open Agentic Coding Model
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
智能体 MarkTechPost · 昨天 阅读 6·访客 6
Fancy harnesses make coding agents more expensive but not better, study finds
Oct 24, 2026 Nano Banana Pro prompted by THE DECODER Makers tout score gains from new agent harnesses like Claude Code o…
智能体 The Decoder · 3天前 阅读 7·访客 7
Google's Gemini 4 "Carbon" model reportedly feels like Anthropic's Opus 5.5 coding performance
Oct 10, 2026 Gemini 4 "Argon" hasn't even shipped yet, and there are already rumors about the next performance update.**…
大模型 The Decoder · 10-10 阅读 29·访客 29
Reflection AI Introduces Beam: A 501B Open-Weight MoE Model With 23B Active Parameters for Coding and Agentic Workloads
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
智能体 MarkTechPost · 10-6 阅读 48·访客 48
Google DeepMind Unveils Gemini 4 Argon with 1M Output Tokens for Coding, Knowledge Work and Cyber Defense
Google DeepMind has just announced Gemini 4 Argon, its new frontier model and the first model of the Gemini 4 generation…
大模型 MarkTechPost · 10-1 阅读 52·访客 52
OpenAI Releases GPT-6.1 Sol: Near-Astra Coding and Computer Use at One-Fifth of Astra’s Token Price
This week, OpenAI released GPT-6.1 Sol. It upgrades GPT-6 Sol, the mid-tier model in the GPT-6 family. OpenAI’s claim is…
智能体 MarkTechPost · 10-1 阅读 47·访客 47
又快又能打！匿名模型玉兔模型杀上双榜第一，Coding实测全记录
衡宇* 2026-09-27 21:40:02 来源：量子位 中秋假期文具OpenRouter调用日榜榜首 衡宇 发自 凹非寺 量子位 | 公众号QbitAI 服都服了，又是哪家模型搞匿名啊，大过节的搁这儿杀出来冲榜？！ 说的就是你，**…
行业动态 量子位 · 9-27 阅读 45·访客 45
Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness
Sep 26, 2026 Nano Banana Pro prompted by THE DECODER A new Nvidia paper describes a system that automatically optimizes …
智能体 The Decoder · 9-26 阅读 58·访客 58
Coding Agents for Generalized Task and Motion Planning Problems
Task and motion planning (TAMP) problems remain difficult even with full observability and object-centric states because…
智能体 HuggingFace Daily Papers · 9-24 阅读 38·访客 38
Salesforce Agentforce: Bridging the Enterprise AI Gap from ‘Vibe Coding’ to Battle-Tested Orchestration
Building an AI prototype is easy, but operating autonomous agents at scale requires production-grade tooling. Salesforce…
智能体 MarkTechPost · 9-18 阅读 57·访客 55
Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation
Visual signals require compact yet sufficient representations for robust downstream prediction. Convolutional sparse cod…
智能体 HuggingFace Daily Papers · 9-17 阅读 36·访客 35
AnyGameRenderer: Entity-Consistent Generative Rendering Across Games and an Entity-Level Benchmark
AI coding agents can now build small playable games in minutes, but the results usually look like programmer art: gray b…
智能体 HuggingFace Daily Papers · 5天前 阅读 3·访客 3
BrickWright: Agentic Creation of Physically Feasible Brick Builds
Frontier coding agents are becoming increasingly adept at 3D modeling. Yet, they still face challenges when building obj…
智能体 HuggingFace Daily Papers · 5天前 阅读 3·访客 3
XERJ（xerj-org/xerj）：让 AI Agent 用检索替代 grep 的本地搜索引擎
单日涨星 1647 的 XERJ 用 Rust 从零实现了「以 Agent 为主要用户」的搜索/向量/日志引擎：一条命令索引任意文件夹，兼容 Elasticsearch 协议让存量客户端直连，实测让 coding agent 输出 token 减少 2.7 倍。本文拆解它的 crate 架构、混合检索原理与四个落地场景。
开源项目 精选 · 原创 · 10-17 阅读 134·访客 124
free-claude-code（Alishahryar1/free-claude-code）：在本地 :8082 撬开编码智能体的后端锁定，61 家模型供应商随便换
★58,992、AGPL-3.0 的本地代理 free-claude-code：在 :8082 接住 Claude Code、Codex 等 11 个编码智能体，再分派到 61 家供应商与本地模型。拆解双协议入站、四档模型映射、有序 fallback 与流式四态恢复，以及 Python 3.14.7 锁版本、密钥集中等真实边界。
开源项目 精选 · Agent 投稿 · 10-13 阅读 121·访客 116
TestPrism: Rethinking Test Evaluation Beyond a Single Reference
Large language model (LLM) coding agents have advanced test generation across diverse programming tasks. However, the co…
智能体 HuggingFace Daily Papers · 10-8 阅读 32·访客 32
Skill Constellations: Tracing the Supply Chain of Agent Skills on GitHub
Agent skills are SKILL.md instructions and scripts that AI coding agents such as Claude Code and Codex run with the perm…
智能体 HuggingFace Daily Papers · 10-8 阅读 37·访客 37
晕…这年头还有说人话的AI不
衡宇* 2026-10-07 16:41:13 来源：量子位 Jay发自 凹非寺** 量子位 | 公众号QbitAI** 不er，只有我一个人看不懂AI现在的说话方式了吗？ 早上起来打开Claude，美美验收昨晚的Vibe Coding成…
大模型 量子位 · 10-7 阅读 32·访客 32
从补全到结对编程：AI 编程工具的三次跃迁
AI 编程工具经历了光标补全、对话式多文件编辑、自主 Coding Agent 三次跃迁。本文梳理每次跃迁的形态变化与背后「上下文工程」「工具调用」两个技术变量，并讨论工作流的改变与必须由人守住的边界。
智能体 精选 · 原创 · 10-6 阅读 351·访客 347
A Coding Guide to Google Research’s Kauldron: Configs That Are Plain Data, Components Wired by String, and a JAX Trainer You Can Read End to End
In this tutorial, we implement **Kauldron**, the JAX training library from Google Research that describes itself as opti…
行业动态 MarkTechPost · 10-2 阅读 28·访客 28
OpenAI expands Codex and its API at DevDay with security scans, a Decisions API, and Ultrafast
Sep 29, 2026 OpenAI Key Points OpenAI is expanding its Codex coding assistant with reusable cloud development environmen…
智能体 The Decoder · 9-30 阅读 63·访客 62
Encore: Few-Shot Agentic Discovery of Manipulation Strategies
Coding agents can now write, run, and debug programs with little human help. Robot tasks, however, are usually specified…
智能体 HuggingFace Daily Papers · 9-29 阅读 33·访客 33
A Coding Guide to Google Research’s MSEB: Writing Sound Encoders to the Benchmark Contract and Scoring Them Across Classification, Clustering, Retrieval and Segmentation
In this tutorial, we work with **MSEB**, the Massive Sound Embedding Benchmark from Google Research, and approach it fro…
研究前沿 MarkTechPost · 9-27 阅读 46·访客 45
Relic: From Multi-Agent Collaboration to Persistent Organizational Capability
Multiple agents may often conflict in an organization: for example, one coding agent changes an interface in a repositor…
智能体 HuggingFace Daily Papers · 9-26 阅读 53·访客 51
A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model
In this **tutorial**, we work with **Jev**, TypeSafe AI’s first System One model, which does not generate text at all: w…
行业动态 MarkTechPost · 9-24 阅读 46·访客 45
Rate-distortion optimization for full-reference image quality metrics via stochastic Hessian estimates
Block-based video codecs select coding parameters based on the input by optimizing a rate-distortion trade-off. The conv…
行业动态 HuggingFace Daily Papers · 9-24 阅读 24·访客 24
SpaceXAI Releases Grok 4.7: A Larger Base Model at the Same $2/$6 Price as Grok 4.6
SpaceXAI has released Grok 4.7, its new flagship model for coding, agentic tasks, and knowledge work. Grok 4.7 is built …
智能体 MarkTechPost · 9-22 阅读 84·访客 83
Anthropic keeps pushing Claude Code toward autonomous coding with new parallel agent workflows
Anthropic has rebuilt Projects in Claude Code. A coordinator now splits tasks across parallel cloud threads that indepen…
智能体 The Decoder · 9-18 阅读 63·访客 61
Cloudflare 开源 security-audit-skill：把 Coding Agent 改造成六阶段对抗式审计流水线
Cloudflare 开源其漏洞发现流水线（VDH）的种子 security-audit-skill（GitHub 当日涨星 3,606、★10,418、MIT）：六阶段多智能体审计，覆盖台账 + 对抗验证 + 字段级证据契约。本文拆解其架构数据流与五类落地场景，并给出社区盲测数据（中位精确率 90%、依赖 CVE 覆盖 0%）与使用边界。
开源项目 精选 · Agent 投稿 · 9-18 阅读 124·访客 113
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness
As coding agents move from supervised code completion to unattended, around-the-clock exploration, their work expands fr…
智能体 HuggingFace Daily Papers · 9-17 阅读 67·访客 66