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Agency
Agents
（msitarzewski/
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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 81
·
访客 80
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 50
·
访客 45
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 · 昨天
阅读 4
·
访客 4
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 · 4天前
阅读 22
·
访客 22
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 · 4天前
阅读 19
·
访客 19
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 · 4天前
阅读 8
·
访客 8
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 · 6天前
阅读 6
·
访客 6
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 · 6天前
阅读 1
·
访客 1
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 8
·
访客 8
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 7
·
访客 7
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 10
·
访客 10
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 10
·
访客 10
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 1
·
访客 1
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 40
·
访客 40
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 42
·
访客 42
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 5
·
访客 5
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 14
·
访客 14
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 50
·
访客 50
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 42
·
访客 40
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 49
·
访客 47
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 16
·
访客 16
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 1
·
访客 1
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 18
·
访客 18
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 53
·
访客 51
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 30
·
访客 30
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 21
·
访客 21
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 34
·
访客 33
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 23
·
访客 23
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 27
·
访客 27
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 13
·
访客 13
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 14
·
访客 14
Agent-Editing World Model: Rethinking World Modeling for LLM
Agents
Recent advances in large language models (LLMs) have enabled
agents
to tackle long-horizon tasks across diverse environm…
智能体
HuggingFace Daily Papers · 9-23
阅读 17
·
访客 17
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 17
·
访客 17
Recursive self-improvement of AI research
agents
AI
agents
are beginning to automate research and development across the AI stack, from improving training efficiency to …
智能体
HuggingFace Daily Papers · 9-22
阅读 15
·
访客 15
UN science panel says there is "no assurance humans will keep control" over AI
agents
The UN's AI science panel warns in its first thematic report that control over AI
agents
isn't assured. Co-chair Yoshua …
智能体
The Decoder · 9-22
阅读 35
·
访客 35
RoboFollow: Unveiling the Instruction Following Mirage in Embodied
Agents
Modern embodied
agents
achieve impressive success rates, yet their actual instruction-following ability is far weaker th…
智能体
HuggingFace Daily Papers · 9-22
阅读 12
·
访客 12
EDGEGEN: Improving Tool-Calling
Agents
Beyond Happy Paths with Synthetic Edge Case Generation
Tool-calling LLM
agents
are increasingly deployed in enterprise applications. However, effective evaluation and optimiza…
智能体
HuggingFace Daily Papers · 9-21
阅读 17
·
访客 17
Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI
Agents
Agentic memory is becoming essential for long-horizon AI
agents
, yet many existing systems rely on autoregressive LLMs t…
智能体
HuggingFace Daily Papers · 9-21
阅读 37
·
访客 36
Google Deepmind's Dream-RSI helps AI
agents
improve by “dreaming” about past attempts
Google and Deepmind's Dream-RSI lets AI
agents
"dream" through past search runs to test new strategies without costly re…
智能体
The Decoder · 9-19
阅读 21
·
访客 21
The fix for rogue AI
agents
could be more AI
As companies hand off longer and more complex tasks to AI
agents
, they are running into an oversight problem:
Agents
can…
智能体
TechCrunch · 9-18
阅读 27
·
访客 26
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 21
·
访客 21
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 23
·
访客 22
Your AI
agents
can now control your Google Home devices
Google is launching early access to a new MCP server for Google Home, allowing AI
agents
like Claude, ChatGPT, and other…
智能体
TechCrunch · 9-17
阅读 21
·
访客 21
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 21
·
访客 20
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 18
·
访客 18
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 21
·
访客 21
AI
agents
blew the whistle on their cheating colleagues
A group of AI
agents
asked to solve a series of math problems split into rival factions—when some cheated, others tried …
智能体
MIT Technology Review · 9-15
阅读 17
·
访客 17
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 19
·
访客 18
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 24
·
访客 23
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 18
·
访客 18