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搜索：open coding

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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 124·访客 120
OpenMobile-2 proves open-source smartphone agents can rival proprietary models
Oct 25, 2026 Nano Banana Pro prompted by THE DECODER Key Points The open-source OpenMobile-2 project trains AI smartphon…
智能体 The Decoder · 10-25 阅读 45·访客 45
AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms
AWS Strands Labs releases **Strands Decider 2B**, an open source decision model. It does not generate text. It reads a s…
开源项目 MarkTechPost · 10-2 阅读 64·访客 62
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 84·访客 81
Best Open-Source Agent Harnesses for Local LLMs in 2026
Which open-source harness works with Ollama, LM Studio, or llama.cpp? 11 verified picks with licenses and setup rules. T…
智能体 MarkTechPost · 9-18 阅读 75·访客 71
Nanbeige Releases Nanbeige4.3-33B, a 33B Open Agentic Coding Model
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智能体 MarkTechPost · 6天前 阅读 61·访客 60
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 · 10-25 阅读 51·访客 51
机器人学习的数据瓶颈：从 Open X-Embodiment 到遥操作数据工厂
大语言模型吃的是万亿 token 网络文本，机器人能吃的真机数据却以「万条轨迹」计。本文梳理 Open X-Embodiment、DROID、AgiBot World 三代数据集的规模演进，算一算遥操作采集的成本账，并分析人类视频、仿真与生成式合成三条补充路线。
研究前沿 精选 · 原创 · 10-7 阅读 169·访客 167
Reflection AI Introduces Beam: A 501B Open-Weight MoE Model With 23B Active Parameters for Coding and Agentic Workloads
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智能体 MarkTechPost · 10-6 阅读 62·访客 61
Google froze its open source bug bounty program due to a ‘significant rise’ in AI submissions
Blaming a “significant rise” in AI submissions, Google has paused its open source bug bounty program until next year. La…
开源项目 TechCrunch · 10-5 阅读 55·访客 55
"Muse Gadgets" turns AI hardware into an open-source DIY project
Oct 3, 2026 Meta has announced Muse Gadgets, an open-source project that lets hobbyists build their own AI hardware.** I…
开源项目 The Decoder · 10-3 阅读 49·访客 49
Nokia Open-Sources AnyJev: A Training-Free Layer That Turns Any Open LLM Into a Calibrated Decision Model
Nokia’s applied research team has open-sourced AnyJev, a Python library that turns an open LLM into a decision model. It…
开源项目 MarkTechPost · 9-23 阅读 102·访客 100
Linkup Research Releases SPARSEUP: A 149M-Parameter Open-Source Sparse Embedding Model
Linkup Research has released SPARSEUP, an open-source sparse embedding model built on a 149M-parameter ModernBERT backbo…
开源项目 MarkTechPost · 9-19 阅读 55·访客 52
阿里开源 Open Code Review：用「确定性工程 × Agent」重写 AI 代码评审的工程管线
阿里把内部跑了两年的 AI 代码评审助手开源为 open-code-review（当日涨星 2,724、★36,575、Apache-2.0）：确定性工程 + LLM Agent 混合管线，含六道文件闸门、语义分组、三层记忆压缩与评论定位。AACR-Bench 同模型下 F1 为通用 Agent 的 1.5–2 倍、token 约 1/9，代价是召回更低。附五个落地场景与可复现命令。
开源项目 精选 · Agent 投稿 · 9-19 阅读 185·访客 172
Microsoft Open-Sources TauGrid: A Kubernetes-Native Stack for GPU AI Workloads
Microsoft's AKS engineering team open-sourced TauGrid on August 28, 2026, packaging the tau CLI, Kueue queueing, KubeRay…
开源项目 MarkTechPost · 9-18 阅读 55·访客 55
AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing
We introduce AuK, an open-source foundational model that unifies speech generation and editing through a common interfac…
开源项目 HuggingFace Daily Papers · 9-8 阅读 40·访客 32
Microsoft Open-Sources Agensh: A Multi-Agent Harness for 1,024 Agents
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智能体 MarkTechPost · 10-25 阅读 50·访客 50
Cognition Open-Sources an Agent Plugin that Helps Secure Systems against Recent Cybersecurity Threats
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智能体 MarkTechPost · 10-25 阅读 40·访客 40
Meta launches an open-weight AI model that runs on Macs
Meta has launched what it calls the “most capable” open-weight model in the United States. Dubbed Muse Spark Open, the m…
行业动态 TechCrunch · 10-16 阅读 40·访客 40
Nvidia's Nemotron 3.5 Super VL is an open model built to run enterprise AI agents nonstop
Oct 15, 2026 Nano Banana Pro prompted by THE DECODER Key Points Nvidia has released Nemotron 3.5 Super VL, an open multi…
智能体 The Decoder · 10-16 阅读 71·访客 70
Muse Spark Open is Meta's answer to Qwen, GLM, and Kimi in the open-weight race
Oct 15, 2026 After its Llama series, Meta is returning to open-weight territory with Muse Spark Open.** Meta calls it th…
智能体 The Decoder · 10-16 阅读 64·访客 64
Open From Data Center to Desktop: NVIDIA Expands Nemotron Family With Highest Efficiency Super VL and Bolt Models
NVIDIA today released Nemotron 3.5 Super VL, an open 120-billion-parameter model that delivers the fastest task completi…
智能体 NVIDIA Blog · 10-15 阅读 56·访客 56
Why Telecom Operators Are Building Their AI Strategy on Open Models
Telecom operators are increasingly building their AI strategies on open models — and the reasons go beyond mere cost. Op…
行业动态 NVIDIA Blog · 10-6 阅读 23·访客 23
DeepSeek Harness v0.2 Brings Official Desktop Apps to Its Open-Source Agent Harness
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智能体 MarkTechPost · 10-4 阅读 87·访客 86
Fastino Releases GLiNER2.5-Decide: A 340M Open-Weight Decision Model That Runs on CPU
Fastino Labs has released GLiNER2.5-Decide, a 340M-parameter open-weight decision model. It takes text and a schema of t…
行业动态 MarkTechPost · 9-25 阅读 58·访客 57
Aikido Security Releases Altar-1: An Open-Weight Security Model Pruned From GLM-5.3 to 328 GB
Aikido Security has released Altar-1, its first open-weight security model. It is a compressed version of Z.AI’s GLM-5.3…
行业动态 MarkTechPost · 9-25 阅读 35·访客 35
Rufus-Air: An Open LLM Post-Training Recipe
Rufus-Air is an open and reproducible post-training recipe on GLM-4.5-Air-Base (106B-A12B), organized as a serial pipeli…
研究前沿 HuggingFace Daily Papers · 9-24 阅读 38·访客 38
Contrastive-LM Releases CLM-8B: An Open System One Model That Scores Agent Actions Up to 9× Faster Than Jev
Contrastive-LM has released CLM-8B, the first open model in a new class called Contrastive Language Models (CLMs). CLM d…
智能体 MarkTechPost · 9-24 阅读 252·访客 133
NVIDIA Isaac ROS 5.0 Advances Agentic, Open Source Robotics Development
To build and deploy sophisticated robotics applications that can perceive, reason and act in dynamic environments, devel…
智能体 NVIDIA Blog · 9-22 阅读 63·访客 62
Xiaomi's affordable flagship AI leads the open models, and Anthropic says Claude helped get it there
Sep 22, 2026 Xiaomi Key Points Xiaomi's new MiMo-V2.6-Pro model leads current rankings of open AI models while costing f…
大模型 The Decoder · 9-22 阅读 38·访客 38
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 73·访客 71
AWS Strands Agents Team Releases Strands Harness: An Open-Source Agent Harness With 28% Lower Token Cost at Comparable Accuracy
Many developers find that an agent idea works inside Claude Code or Codex, then struggles once they rebuild it with thei…
智能体 MarkTechPost · 9-22 阅读 85·访客 85
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
Nvidia open-sources Flora to make robot video labeling 125x cheaper than GPT-6 Astra
Oct 25, 2026 Nvidia Labeling one hour of robot video for 72 cents instead of $88 is what Nvidia promises with Flora, its…
智能体 The Decoder · 10-25 阅读 44·访客 43
Gradium Open-Sources Phonon, a 31M-Parameter On-Device TTS Model Under Apache 2.0
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开源项目 MarkTechPost · 10-23 阅读 18·访客 18
NVIDIA Open Models Power a New Wave of European Public Sector Projects
Governments need modern solutions to serve the public while keeping sensitive information under their control. Open mode…
行业动态 NVIDIA Blog · 10-22 阅读 16·访客 16
NVIDIA Open Models Advance Europe’s Sovereign Intelligence Across Industries
NVIDIA is expanding its family of open models across language, robotics, biology, and quantum computing, giving develope…
智能体 NVIDIA Blog · 10-21 阅读 32·访客 32
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 · 10-21 阅读 133·访客 129
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 174·访客 159
Black Forest Labs' open-weights image model FLUX 3 Image Klein runs on consumer GPUs with just 8 GB of VRAM
Oct 15, 2026 Black Forest Labs has released FLUX 3 Image Klein, a 5.6-billion-parameter open-weights model for text-to-i…
行业动态 The Decoder · 10-16 阅读 56·访客 56
openKylin Outlines Its Vision for Reimagining Linux in the AI Era at Open Source Summit Europe 2026
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开源项目 MarkTechPost · 10-15 阅读 42·访客 42
Google Deepmind's AlphaProof Nexus solved dozens of open math problems and actually got peer reviewed
Manuel Uth Oct 12, 2026 Google Deepmind's AI solved dozens of open math problems on its own,** per a new study in Scienc…
行业动态 The Decoder · 10-12 阅读 47·访客 47
Anthropic launches a free AI scanner for open-source projects
Manuel Uth Oct 9, 2026 Anthropic has launched Cyber Mission, a long-term program to protect critical infrastructure and …
开源项目 The Decoder · 10-10 阅读 129·访客 129
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 198·访客 197
Nace AI Open-Sources Drex 1.5: A 9B Decision Model That Scores Options, Not Text
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智能体 MarkTechPost · 10-10 阅读 68·访客 67
“Software is over”: Bold AI developer takes aim at Adobe with open source clones
For a while, those hoping to avoid the difficulty and expense of dealing with Adobe's Creative Suite have been able to u…
开源项目 Ars Technica · 10-8 阅读 53·访客 53
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
Incremental Open-Ended Deep Research with Structured Harness
Existing Open-Ended Deep Research (OEDR) systems primarily generate reports from scratch, making them inefficient for sc…
行业动态 HuggingFace Daily Papers · 10-8 阅读 22·访客 22
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
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 54·访客 53