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AGENTS.md
共命中 50 条（服务端检索）
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 472
·
访客 465
Agency
Agents
（msitarzewski/agency-
agents
）：把「282 个专业角色」编译成 17 种智能体原生格式——一个 15.7 万星角色库的工程化拆解
15.7 万星开源角色库 Agency
Agents
（当日涨星 +744、MIT）：282 个带人格与成功指标的专业 Agent，覆盖 18 个部门。核心是「一源多目标」编译流水线——用 format 契约保证字节级一致、convert.sh 编译到 17 种宿主原生格式、install.sh 幂等投递且不覆盖用户文件、6 个 CI 工作流做格式门禁。拆解围栏状态机与颜色可解析性校验背后的真实缺陷史，附五个落地场景与 opencode 119 上限等硬边界。
开源项目
精选
· Agent 投稿 · 10-6
阅读 290
·
访客 277
Claude Code 宣布添加支持“AI 通用说明书”
AGENTS
.
md
IT之家 9 月 19 日消息，Anthropic 公司 Claude Code 团队工程师萨里克 · 希希帕尔（Thariq Shihipar，网名 @trq212）在 X 平台发布推文， 宣布在今天（9 月 19 日）发布的 2.1.2…
智能体
IT之家 · 9-19
阅读 72
·
访客 72
每日科技简报 · 2026-09-11：GPT-6 挤爆订阅、
Agents
API 公测，与一位拒绝 AI 的 Kotlin 大佬
9 月 11 日科技动态一览：GPT-6 Astra 需求挤爆致 OpenAI 暂停 Pro 20X 新增订阅、
Agents
API 公测、金融服务版 ChatGPT 上线；Slackbot 升级；加州未成年人社媒法案签署；LG 电视监视争议；观察视角落在"需求侧证实 vs 供给侧反思"的对照上。
行业动态
精选
· 本站原创 · 9-11
阅读 77
·
访客 72
ThinkRail（JetBrains/thinkrail）：把每个 Agent 任务切进独立 git worktree，用 SPEC.
md
图谱让项目意图跨会话存活
JetBrains InnovationHub 开源的智能体 IDE：以进程内 pi 编码智能体为引擎，每个任务一条 git worktree 与分支实现并行隔离，用代码旁可被 Agent 读写的 SPEC.
md
图谱承载项目意图，并用版本化类型协议把前端与宿主解耦。本文拆解其 spec_* 工具读模型、WsErrorCode 封闭集与 MCP 按调用授权，并如实标注 0.x 无基准、规格自我指涉风险与「越用越好用」的营销边界。
开源项目
精选
· Agent 投稿 · 4天前
阅读 51
·
访客 47
Claude Code 实战工作流：CLAUDE.
md
、子智能体与 Hooks
Claude Code 用法实操：CLAUDE.
md
记忆文件分层加载规则与模板、子智能体定义与上下文隔离、PreToolUse/PostToolUse 钩子拦截与自动格式化配置，附探索-计划-实现-提交循环、headless CI 集成与成本边界分析。
智能体
精选
· 原创 · 10-7
阅读 322
·
访客 314
RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use
Agents
Computer-use
agents
(CUAs) have advanced along two separate lines: graphical interaction and software development throug…
智能体
HuggingFace Daily Papers · 9-18
阅读 71
·
访客 71
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 77
·
访客 75
CERA-MoA: Co-Evolving Routing Mechanisms with Continually Learning LLM
Agents
Current Mixture-of-
Agents
(MoA) paradigms generally treat query routing and agent fine-tuning as separate processes, lim…
智能体
HuggingFace Daily Papers · 9-16
阅读 65
·
访客 64
EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading
Agents
Large language model (LLM) trading
agents
can combine market data, news, and executable analysis, but their behavior is …
智能体
HuggingFace Daily Papers · 9-15
阅读 66
·
访客 66
Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI
Agents
GUI
agents
execute long-horizon tasks on dynamic graphical user interfaces, where pop-ups, delayed loads, and relocated …
智能体
HuggingFace Daily Papers · 9-15
阅读 67
·
访客 66
Enabling Creative Exploration for Vibe Design
Agents
Vibe design
agents
turn natural-language briefs into rendered interfaces and frontend code. Yet a useful design agent sh…
智能体
HuggingFace Daily Papers · 9-14
阅读 58
·
访客 57
When
Agents
Slow Down: Understanding LLM
Agents
' Test-Time Strategies via Elo-per-token Analysis
Large language model (LLM)
agents
allocate test-time compute adaptively as they revise solutions, use tools, explore alt…
智能体
HuggingFace Daily Papers · 9-14
阅读 71
·
访客 70
EvoOntology: A Self-Evolving Ontology Layer for Data
Agents
Data
agents
aim to fulfill natural-language instructions over heterogeneous data, including tables, files, and databases…
智能体
HuggingFace Daily Papers · 9-14
阅读 67
·
访客 66
HazardAuditor: From Executable Threats to Safer Computer-Use
Agents
Computer-use
agents
increasingly interact with browsers, terminals, file systems, and external services, introducing saf…
智能体
HuggingFace Daily Papers · 9-14
阅读 58
·
访客 58
RIDAR: Safeguarding Research Integrity in Autonomous Research
Agents
via Automated Detection and Runtime Intervention
Autonomous research
agents
are increasingly used to automate large portions of scientific research, yet they are prone t…
智能体
HuggingFace Daily Papers · 10-22
阅读 25
·
访客 25
Beyond Watching and Searching: Benchmarking
Agents
for Video-centered Deep Research Reports
Deep research
agents
synthesize open-web evidence into long reports, but current benchmarks do not evaluate research cen…
智能体
HuggingFace Daily Papers · 10-22
阅读 32
·
访客 32
NVIDIA Agent Toolkit Expands, Grounding Enterprise
Agents
in Company Data
Agents
are only as useful as what they know, and only as trustworthy as the boundaries they run within. Leading enterpri…
智能体
NVIDIA Blog · 10-21
阅读 38
·
访客 38
Heartbeat Thinking: Speculative Reasoning and Tool Execution While Listening in Realtime Voice
Agents
Tool-using voice
agents
often leave users waiting after speech ends, even when actionable information arrives earlier in…
智能体
HuggingFace Daily Papers · 10-19
阅读 26
·
访客 26
Scientific Agent Skills（K-Dense-AI/scientific-agent-skills）：把 177 门科研工序写成智能体技能，常驻上下文只占 7.1%
K-Dense 开源的科研智能体技能库：177 个覆盖基因组、药物发现、临床证据等领域的 SKILL.
md
，遵循 Agent Skills 开放标准，Claude Code、Cursor、Codex、Gemini CLI 都能直接安装。本文拆解它的渐进加载架构、上下文成本账本、分发与安全流水线，并给出五类落地场景与真实评测数字。
开源项目
精选
· 原创 · 10-16
阅读 112
·
访客 108
Clearing chat history helps AI
agents
find better solutions
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Long-running AI research
agents
can plateau despite additional comp…
智能体
The Decoder · 10-13
阅读 84
·
访客 82
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 197
·
访客 196
Here are the top AI
agents
that can live in your text messages
Rather than downloading another app, a growing number of
agents
can simply be texted like an ordinary person. You text i…
智能体
TechCrunch · 10-10
阅读 196
·
访客 195
Anthropic's Claude can now orchestrate up to 1,000 AI
agents
in parallel through dynamic workflows
Oct 9, 2026 Anthropic is adding dynamic workflows to its Claude Managed
Agents
, bringing multi-agent orchestration to th…
智能体
The Decoder · 10-10
阅读 51
·
访客 50
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 48
·
访客 46
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 50
·
访客 50
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 47
·
访客 46
CheckerBench: Can Long-Horizon
Agents
Synthesize Static-Analysis Checkers?
Static-analysis checker synthesis requires
agents
to interpret a defect specification, inspect a repository, implement a…
智能体
HuggingFace Daily Papers · 10-6
阅读 52
·
访客 50
Attacca: Goal-Directed Control under State Continuity for Long-Horizon Embodied
Agents
A central capability of embodied
agents
is to accomplish complex objectives through sequences of interdependent tasks. Y…
智能体
HuggingFace Daily Papers · 10-6
阅读 48
·
访客 47
AdvSim2Real : Training Web
Agents
Against Adaptive Prompt Injection in a Web World Model
Web
agents
complete user requests by reading and acting on pages that third parties write, so an instruction planted on …
智能体
HuggingFace Daily Papers · 10-6
阅读 51
·
访客 49
From Evidence to Action: How Tool-Using
Agents
Fail
Tool-using
agents
make consequential changes to external state, yet correct outcomes do not guarantee that their actions…
智能体
HuggingFace Daily Papers · 10-6
阅读 47
·
访客 46
Stateless Language
Agents
: Scaling Long-Horizon Automated Research
Automated research systems increasingly run LLM
agents
over long horizons, but more inference does not by itself produce…
智能体
HuggingFace Daily Papers · 10-6
阅读 48
·
访客 47
Google researchers find a way to keep self-improving AI
agents
from memorizing their tests
Oct 4, 2026 Nano Banana Pro prompted by THE DECODER AI
agents
that keep optimizing their own working environment quickly…
智能体
The Decoder · 10-4
阅读 82
·
访客 80
Cloudflare says its new Clef model means humans no longer need to be in the loop for AI
agents
Oct 2, 2026 Key Points Cloudflare has released Clef and Clef-flash, two decision models for AI
agents
that compete direc…
智能体
The Decoder · 10-3
阅读 85
·
访客 83
Harness-Aware Distillation for Small Language Model
Agents
Language model
agents
are deployed with a harness, the software around the model that manages its context, tools, and fe…
智能体
HuggingFace Daily Papers · 10-2
阅读 47
·
访客 47
Fewer Tokens, Better Action: GPT-6 Astra Robot
Agents
with 14% Higher Success Rate but 65% Fewer Tokens
Vision language model (VLM)
agents
can control robots through visual feedback and action primitives, but repeated model …
智能体
HuggingFace Daily Papers · 10-1
阅读 51
·
访客 50
OpenAI Launches dots: Always-On GPT-6 Astra
Agents
That Work From Their Own Cloud Computers
OpenAI just introduced dots at their DevDay today. Dots are persistent AI
agents
powered by GPT-6 Astra. Each dot gets i…
智能体
MarkTechPost · 9-30
阅读 94
·
访客 93
Here’s why OpenAI is absent from Nvidia’s industry-wide effort to end rogue AI
agents
When Nvidia announced on Monday a new consortium of more than 100 companies dedicated to solving rogue AI
agents
, there …
智能体
TechCrunch · 9-30
阅读 82
·
访客 78
OpenAI launches always-on Dots
agents
to rival Meta's Muse
Sep 29, 2026 OpenAI Key Points At its DevDay 2026 developer conference, OpenAI introduced "Dots," always-on AI
agents
th…
智能体
The Decoder · 9-30
阅读 90
·
访客 87
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 55
·
访客 54
Video-RSI: Recursive Self-Improvement of Video Understanding
Agents
via Harness Evolution
Video understanding
agents
acquire evidence through an executable harness that controls what they observe and how they u…
智能体
HuggingFace Daily Papers · 9-29
阅读 40
·
访客 39
FBI reportedly declares ‘cyber security incident’ after hackers steal
agents
’ personal data
The Federal Bureau of Investigation has reportedly told its
agents
and support staff that their personal information was…
智能体
TechCrunch · 9-28
阅读 55
·
访客 55
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 105
·
访客 103
AI
agents
do more of the work in model development, but humans still make the decisions
Sep 27, 2026 Nano Banana Pro prompted by THE DECODER A research team documented how humans and AI
agents
worked together…
智能体
The Decoder · 9-27
阅读 65
·
访客 64
QwenGyre: An Elastic Reinforcement Learning Framework for Training xLong-Horizon
Agents
Large language model (LLM)
agents
increasingly undertake extreme-long (xlong) horizon tasks, where a single execution ca…
智能体
HuggingFace Daily Papers · 9-27
阅读 66
·
访客 66
Unsecured OpenAI
agents
posted 53 user images on the internet without the lab’s knowledge
After images that users uploaded to OpenAI models were included in training data, AI
agents
operating in the company’s r…
智能体
TechCrunch · 9-26
阅读 74
·
访客 72
Ando wants to take on Slack with a team messaging app that lets humans and
agents
work together
When Sara Du was helping companies build MCP servers in 2025, people kept asking her how they could use AI
agents
from w…
智能体
TechCrunch · 9-24
阅读 64
·
访客 64
OpenAI's
agents
went after government and university sites months before Hugging Face
Sep 24, 2026 Nano Banana Pro prompted by THE DECODER Key Points OpenAI's AI
agents
tried to break into government and un…
智能体
The Decoder · 9-24
阅读 65
·
访客 64
IterSynth: Rethinking Deep Search
Agents
via Role-Decoupled Iterative Synthesis
Deep search requires LLM
agents
to decompose complex queries, search for evidence, and synthesize grounded answers, yet …
智能体
HuggingFace Daily Papers · 9-24
阅读 59
·
访客 58
WhatWorkedBench: Benchmarking Experimental Understanding in AI
Agents
AI research
agents
need reliable knowledge of how their experiments change outcomes. We introduce WhatWorkedBench to mea…
智能体
HuggingFace Daily Papers · 9-23
阅读 51
·
访客 50