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网智前沿来自 Mobile Europe 7月27日 09:05 ★★★★☆ 82

为何多数运营商未能抓住卫星机遇

访谈分析卫星通信机遇：运营商需重塑商业模式、加强合作，关注主权与B2B增长，D2D和IoT卫星服务将主流化。

#卫星通信#运营商#合作伙伴#非地面网络#D2D

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<h2 class="wp-block-heading">Praveen Shankar of Capgemini and Derek Long of Cambridge Consultants explain what telcos should want from satcos, what customers want from telcos and the balance of power</h2>

<p>Praveen Shankar (PS), global telecom industry leader for Capgemini who also leads the UK practice for telecom, media and technology and Derek Long (DL) talked to <strong><em>Mobile Europe</em></strong> recently. Long is the commercial lead for the telecoms business unit at Cambridge Consultants, a Capgemini business that focuses on deep technical innovation. It delivers R&D projects for clients across sectors including satellite, terrestrial telecoms, enterprise comms, the space economy and aeronautical communications.</p>

<p>Here’s an edited version of that wide-ranging conversation.</p>

<p><strong>ME: Why do you say few operators grasp the challenge presented by satellite?</strong></p>

<p><strong>PS:</strong> Satellite is becoming mainstream – [trailblazers] are looking at satellite in a very different way than telecoms used to, which was simply to buy wholesale capacity. Now they have to completely reimagine the business model.</p>

<p><strong>DL</strong> It’s evolved rapidly from a new and emergent support for emergency calls…T-Mobile US is in the forefront with device-to-device comms (D2D) and broadband services. There are a number of satellite operators looking to work with terrestrial operators to augment their coverage with a cheaper solution, not only rural area coverage, but for infill coverage.</p>

<p>With the acquisition of the <a href="https://www.aljazeera.com/economy/2025/9/8/spacex-expands-starlink-satellite-network-with-17bn-echostar-deal">Echostar’s spectrum last September</a>, Starlink is positioning itself as a competitor to [mobile] operators in a small number of countries, but it’s also a big opportunity for partnership and to disrupt the infrastructure side of the business*.</p>

<p><strong>PS:</strong> [Most telcos] are interested in partnerships [with satcos], but have bigger fish to fry. They are thinking about how to grow. [Satellite] is one part of the way they can grow but they still need to finish that full fibre build and network modernisation, to think about doing their best with their data. They’re worried about regulatory compliance and…they’re thinking about simplifying the overall business and which part of which businesses they need to be part of.</p>

<p><strong>ME: <a href="https://sebastianbarros.substack.com/p/what-is-starlink-mobiles-true-endgame?utm_source=publication-search">Some analysts</a> are talking about the possibility of satcos, specifically SpaceX, ultimately using telcos’ infrastructure as supplementary coverage rather than the other way round.</strong></p>

<p><strong>PS:</strong> If and when the balance of power shifts, it won’t happen today or tomorrow…On the one hand, operators want to collaborate and every day you see announcements by telcos around the globe partnering satellite firms, but not to the extent we would expect because they are worried about that power balance.*</p>

<p><a href="https://www.capgemini.com/insights/expert-perspectives/telecoms-predictions-trends-to-watch-in-2026/">In my 2026 predictions</a>, I stated the entire partnership strategy must be properly considered. They cannot only look to mobile towers and the fixed network. Around terrestrial and non-terrestrial partnerships, everything has to be considered, including fallback plans for resilience, and whether they just need LEO or multi-orbit partners and different layers [see below].</p>

<p><strong>How important will satellite be to European sovereignty?</strong></p>

<p><strong>DL:</strong> It already is. We’re talking to people around the globe, who are already picking up on this point and it’s not really even about having two solutions – one fibre-based solution and the other satellite based. We shouldn’t see it as one being the fallback for the other, so much as combined solutions that are resilient to attack, whether it’s a cyberattack or something physical – or possibly both…If telcos can become the face of sovereignty, they are a very, very interesting partner. </p>

<p><strong>PS:</strong> Recently I’ve been talking to people in government about resilience given the current geopolitical scenario. They are asking, ‘What is my [critical infrastructure] backup?’. The UK is a series of islands so satellite is a proper alternative infrastructure. I couldn’t be more excited about it. This is an interesting time for all of us.</p>

<p><strong>ME: Are telcos offering what enterprise customers want regarding satellite?</strong></p>

<p><strong>DL: </strong>Many customers are looking to NTN [non-terrestrial networks] in the mix, but <a href="https://www.capgemini.com/gb-en/insights/research-library/b2b-in-telco-2026/">we found</a> only 17%  said telcos are providing them with a proper NTN-related solution…There is some work to do: B2C for telcos is supposed to grow by 1-2% for the next five years, while B2B is supposed to grow between anywhere between 6-8% percentage points.</p>

<p>Achieving that growth is about how you partner, how you become the ecosystem orchestrator, how you innovate, how you leverage trust and sovereignty, how you are providing seamless digital-first experience and all those kind of things.</p>

<p>Today there’s something like 16 million satellite connections, which is expected to grow to almost 90 million by 2030 as it becomes mainstream. We are working with a lot of companies in different areas. For instance, some that are reimagining how mobile connectivity works in airlines, refreshing it to faster and better networks, looking at customer experience.</p>

<p><strong>PS:</strong> There are two aspects. Telecom services to enterprises for their internal communications and there’s a resilience element to that, but increasingly, organisations want a certain level of independence from their provider and a high level of mobility as well. If you are a cruise operator, each ship has thousands of passengers generating a huge amount of traffic. They also need enterprise-grade, standardised connectivity between their office buildings and their mobile units as well.</p>

<p>Another element is more B2B2C, where telcos enable providers of digital services to keep in contact with their consumer customers…whether it’s via a terrestrial or satellite network or whatever, operators need to make sure it happens.</p>

<p>That goes back to Praveen’s point that operators need to work with their target clients and their target clients’ segments.</p>

<p><strong>ME: What are enterprises striving to achieve?</strong></p>

<p><strong>DL:</strong> If you ask any telco’s B2B customers what problem they’d like their provider to solve, it’s to help them grow. Next is ‘Can you orchestrate my ecosystem for me?’ Respondents to our <a href="https://www.capgemini.com/gb-en/insights/research-library/b2b-in-telco-2026/">B2B Pulse Survey Report</a> say, “I want seamless, digital-first experience. I don’t care what you’re doing at the backend”.</p>

<p>Customers are asking what kind of innovation operators can bring to their business. As mentioned, sovereignty is a very key part, which still has to be figured out in satellite. On the other hand, incumbent telcos have it and are seen by the government and protected sectors as more ‘sovereign’ than many other players that are trying to provide sovereign tech.</p>

<p><strong>AT: How do telcos acquire the knowledge to tackle vertical industries?</strong></p>

<p><strong>PS: </strong>They don’t need to acquire every bit of knowledge themselves. <a href="https://www.capgemini.com/insights/expert-perspectives/telecoms-predictions-trends-to-watch-in-2026/">My prediction</a> was that ecosystem partnership is going to move from optional to existential. They need to be very clear about what their place is in that entire ecosystem. Ecosystem partners are not their suppliers: many times this is a mindset shift too.</p>

<p>The part telcos need to acquire, and that nobody else can provide, is that mindset of solutions we keep talking about. One of the reasons telco has not done as well as it could – and I’ll be saying this to all my telco clients – is they need to get away from selling the same subscription boxes.</p>

<p><strong>ME: What is satellites’ part in ubiquitous connectivity?</strong></p>

<p><strong>DL: </strong>Your household probably wants access to Netflix at the same time as Teams, and you want to be able to talk to people.<strong> </strong>Increasingly, you’re going to want to have access to intelligence, to AI, and we need to think about the means of delivery. It’s probably less important to you as a consumer than it’s equivalent to enterprise users but good quality is what’s important.</p>

<p>If telcos want to do this properly, they have to start selling solutions, rather than a pipe and connectivity. The question is, can their model be more than selling back-up and remote connectivity at a premium price? Users don’t care about the parts that make up the solution or how telcos solve the coverage and reliability problem.</p>

<p><strong>AT: What developments will we see between now and 2030 and how fast are you expecting things to move?</strong></p>

<p><strong>PS: </strong>The big disruption in the last five to 10 years is the cost of launching rockets and satellites has fallen – by almost 95% in the last decade or so.</p>

<p><strong>DL</strong>: We’ll see D2D services becoming mainstream up to 2030…and telcos will use autonomous network technology to make seamless integration happen. I think…we could very quickly see a resurgence in IoT and satellite-based IoT services.</p>

<p>The fourth thing is that currently the bulk of the traffic [on telecom networks] is streaming video. I think in the next five years, we’re going to see an adaptation for the transport of tokens with telecoms platforms becoming a platform for enabling intelligence everywhere</p>

<p><strong>ME: We hear mostly about LEOs. What about multi-altitude configurations?</strong></p>

<p><strong>DL:</strong> Our vision looks at various altitudes, from geostationary, the furthest away, to medium Earth orbit, then low Earth orbit. We’e also working with companies and an ecosystem looking at high altitude platforms – autonomous platforms operating at heights of 20,000 metres. Each altitude has pros and cons – there’s always a the trade-off in terms of cost, coverage and latency.</p>

<p><strong>ME: Aren’t multi-orbit constellations an expensive duplication, competing for the same business? Will there be issues about interoperability after the ‘space grab’?</strong></p>

<p><strong>DL </strong>There’s great disincentive to deploy proprietary solutions. It means creating an entire vertical ecosystem and limits the number of devices to which you can attach. All the players are tending towards <a href="https://www.3gpp.org/specifications-technologies/releases/release-19">Releases 19</a> and 24 Series from the 3GPP, which is 5G-Advanced leading into 6G when it comes to D2D.</p>

<p>The only people who are creating their own ecosystem – who have their own terminals and so on – are doing it because the investment in that technology and the maturity of the technology is so advanced. It might appear a bit messy, and there are innovations, but it’s converging very rapidly.</p>

<p><strong>PS: </strong>We have seem a ‘messy situation’ like this in the telecoms market so many times, such as altnets in the fibre broadband market. It becomes messy for a while with overbuilding but there will be consolidation, people will align. Satellite is similar to the UK altnet market a few years ago.</p>

<p><em>* Since this interview, on 22 July, the US’ Federal Communications Commission (FCC) voted to free 160 MHz of upper C‑Band spectrum for terrestrial mobile use nationwide. It will be auctioned in 2027. The first Trump Administration freed up the lower C-band for 5G, fixed wireless and “other innovations”. </em></p>

<p><em>“The lower C-band, which the FCC freed up during the previous Trump administration, brought 5G, fixed wireless, and other innovations”. Brendan Carr, Chair of the FCC said, “This harmonized <a href="https://www.fierce-network.com/wireless/fcc-tees-big-auction-c-band-super-band" target="_blank" rel="noreferrer noopener">super band</a> will be the envy of the world.” The FCC intends to offer 3,248 flexible use licences, with commercial deployment expected from December 2030.</em></p>

<p><em>Industry commentator <a href="https://sebastianbarros.substack.com/p/starlink-wants-more-and-more-spectrum">Sebastian Barros writes</a>, “For AT&T, Verizon and T-Mobile, this is a familiar spectrum auction. For SpaceX, it could be something much larger:</em> an opportunity to transform Starlink from a satellite broadband service into a hybrid national communications platform. </p>

<p><em>The most controversial possibility is not that Starlink will outbid every carrier and build another nationwide mobile network…The more realistic threat is that SpaceX can buy enough spectrum to create strategic optionality, increase its negotiating leverage and make every incumbent pay more for the spectrum they cannot afford to lose.</em><br></p>

<p></p>
<p>The post <a href="https://www.mobileeurope.co.uk/why-most-operators-are-failing-to-grasp-the-satellite-opportunity/">Why most operators are failing to grasp the satellite opportunity</a> appeared first on <a href="https://www.mobileeurope.co.uk">Mobile Europe</a>.</p>

Github趋势来自 Github今日项目 7月27日 00:00 ★★★★☆ 84

alibaba/open-code-review

Open Code Review 是一个开源的 AI 代码审查 CLI 工具，源自阿里巴巴内部，经过大规模验证后开源。它结合确定性工程管道和 LLM 代理，提供精确的行级注释，解决通用代理在代码审查中的覆盖不全、位置漂移和质量问题。面向需要高效、准确代码审查的开发者和团队，支持 OpenAI 和 Anthropic 兼容模型。

#agent#agent-skills#code-review#code-review-assistant#harness#repository-level-context

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<h3 style="margin:0 0 6px;font-size:18px;font-weight:700;color:#111827;letter-spacing:-0.02em;">alibaba/open-code-review</h3>
<p style="margin:0 0 16px;color:#6b7280;font-size:14px;line-height:1.55;">Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.</p>
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<div style="font-size:11px;color:#64748b;margin-bottom:4px;">语言</div>
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<div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fafafa"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">AI 深度分析</div>
<p style="margin:0;color:#374151;font-size:14px;">Open Code Review 是一个开源的 AI 代码审查 CLI 工具，源自阿里巴巴内部，经过大规模验证后开源。它结合确定性工程管道和 LLM 代理，提供精确的行级注释，解决通用代理在代码审查中的覆盖不全、位置漂移和质量问题。面向需要高效、准确代码审查的开发者和团队，支持 OpenAI 和 Anthropic 兼容模型。</p>
</div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心能力</div>
<ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">混合架构审查</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">结合确定性工程（如文件选择、分组、规则匹配）和 LLM 代理（动态决策、上下文检索），确保审查过程可靠且灵活，适应各种变更集规模。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">精确行级注释</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">安全</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">通过独立定位和反思模块，将 AI 反馈精确映射到代码行，避免位置漂移，提升审查准确性。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">内置安全规则集</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">安全</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">预置针对常见缺陷如空指针异常、线程安全、跨站脚本、SQL 注入的调优规则，基于模板引擎匹配，提高检测精度。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多层规则配置</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">支持用户指定、项目配置、全局配置和系统默认四层规则优先级，采用 first-match-wins 原则，可自定义扩展以适应不同项目需求。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">智能文件分组与并发</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">性能</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">将相关文件捆绑为审查单元（如本地化文件对），每个单元作为独立子代理运行，支持并发处理，高效应对大型变更集。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">场景优化提示与工具集</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">性能</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">基于生产数据优化 LLM 提示模板和工具调用链，减少 token 消耗，提高审查质量和效率。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">技术栈</div><p style="margin:0;color:#4b5563;font-size:14px;">语言：Go；构建工具：Makefile；配置存储：JSON 文件（~/.opencodereview/config.json）；分发：npm 包和 GitHub Releases；集成：OpenTelemetry 用于可观测性，支持 GitHub Actions 和 GitLab CI 进行 CI/CD 集成；WebUI：本地查看器用于会话历史。</p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">典型场景</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">本地代码审查</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">开发者在提交前快速获取代码反馈，提高代码质量并减少缺陷，无需依赖外部服务。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">CI/CD 自动审查</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">在流水线中自动运行代码审查，减少人工审核成本，加速合并流程并提升代码质量管控。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">编码代理插件集成</span> <span style="color:#6b7280;font-size:12px;">(所有规模)</span><br><span style="color:#6b7280;font-size:13px;">作为 Claude Code、Codex 等工具的插件，无缝集成到现有开发工作流，增强代理的代码审查能力。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">大规模代码库审查</span> <span style="color:#6b7280;font-size:12px;">(大型企业/互联网)</span><br><span style="color:#6b7280;font-size:13px;">经过阿里巴巴内部大规模验证，能处理海量代码变更，适用于企业级代码质量管控和团队协作。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心价值与差异化</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">架构设计</span>：采用确定性工程与 LLM 代理混合架构，比纯 LLM 代理更稳定可靠，通过硬约束避免覆盖不全和位置漂移问题。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">规则引擎</span>：内置针对常见安全缺陷的调优规则集，基于模板引擎匹配，比语言驱动的规则更稳定、可预测，且支持多层自定义配置。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">生产验证</span>：源自阿里巴巴内部，经过数万开发者和百万代码缺陷审查的验证，具备大规模部署经验，开源后社区活跃度高。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">集成生态</span>：提供 CLI、WebUI 及多种编码代理插件（如 Claude Code、Codex），支持 CI/CD 集成，易于融入现有开发流程，降低迁移成本。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 10px;">
<span style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;">生产环境就绪</span> <span style="display:inline-block;padding:3px 9px;border-radius:6px;background:#eff6ff;color:#1d4ed8;font-size:11px;font-weight:600;border:1px solid #bfdbfe;">STABLE</span></div><ul style="margin:8px 0 0;padding-left:20px;color:#4b5563;font-size:13px;line-height:1.55;"><li>经过阿里巴巴大规模内部使用验证，识别百万级代码缺陷</li><li>近 30 日有 95 次提交和 17 个活跃天，开发活跃</li><li>提供 CI、License（Apache-2.0）和 37 个 Releases，版本管理完善</li><li>Issue 关闭率为 62%，响应及时</li></ul><p style="margin:12px 0 6px;font-size:12px;font-weight:600;color:#92400e;">需注意</p><ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.5;"><li>项目年龄仅 21 天，社区生态和长期支持可能还在建设中</li><li>依赖外部 LLM API 提供商，服务稳定性和费用需关注</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fffbeb;border-color:#fde68a"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">风险与限制</div>
<ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.55;"><li>依赖外部 LLM API，需要配置有效密钥，可能产生额外费用且受 API 限制影响。</li><li>仅支持 OpenAI 和 Anthropic 兼容模型，其他模型需自行适配，灵活性有限。</li><li>作为命令行工具，对非开发者用户门槛较高，缺乏图形界面（WebUI 仅用于查看历史）。</li><li>文档和社区支持可能还在完善中，新手上手可能需要时间。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">接入成本</div><p style="margin:0;color:#4b5563;font-size:14px;">搭建：<strong style="color:#111827;">low</strong> · 学习曲线：<strong style="color:#111827;">low</strong><br><span style="color:#6b7280;font-size:13px;">关键依赖：LLM API 密钥（如 Anthropic 或 OpenAI）、Node.js（用于 npm 安装）、Git</span></p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#f9fafb"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">标签</div><div style="margin:0;line-height:1.8;"><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">agent</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">agent-skills</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">code-review</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">code-review-assistant</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">harness</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">repository-level-context</span></div></div>

</div>

Github趋势来自 Github今日项目 7月27日 00:00 ★★★★☆ 83

MadsLorentzen/ai-job-search

这是一个基于 Claude Code 的 AI 求职助手框架，旨在自动化求职全流程，包括职位匹配评估、定制简历和求职信、面试准备。它通过结构化工作流，将 Claude Code 转化为全栈求职助手，面向需要高效定制申请材料的个人求职者。该项目解决了手动处理求职材料耗时且易出错的问题，提供了从个人资料设置到申请生成的一站式解决方案。

#ai#ai-agents#career#claude-code#cover-letter#cv#interview-preparation#job-application#job-hunting#job-search

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<h3 style="margin:0 0 6px;font-size:18px;font-weight:700;color:#111827;letter-spacing:-0.02em;">MadsLorentzen/ai-job-search</h3>
<p style="margin:0 0 16px;color:#6b7280;font-size:14px;line-height:1.55;">The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it.</p>
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<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">8.9k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">30 日 Star</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">语言</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">TypeScript</div>
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<div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fafafa"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">AI 深度分析</div>
<p style="margin:0;color:#374151;font-size:14px;">这是一个基于 Claude Code 的 AI 求职助手框架，旨在自动化求职全流程，包括职位匹配评估、定制简历和求职信、面试准备。它通过结构化工作流，将 Claude Code 转化为全栈求职助手，面向需要高效定制申请材料的个人求职者。该项目解决了手动处理求职材料耗时且易出错的问题，提供了从个人资料设置到申请生成的一站式解决方案。</p>
</div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心能力</div>
<ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">PDF 验证循环</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">易用性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">在生成 LaTeX 简历和求职信后，自动编译为 PDF 并进行视觉检查，通过迭代修复布局问题（如孤立标题、页溢出），确保输出格式规范且无需人工干预。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">相关性加权简历切割</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">性能</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">当简历超出页数限制时，基于内容与目标职位的相关性、独特性和依赖性进行智能评分，优先保留高匹配度内容，而非简单删除旧内容。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">起草-审查分离</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">采用双代理工作流：一个 Claude 代理起草申请材料，另一个独立研究公司并提供批评，通过角色分离提高输出的针对性和专业性。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">工作流自动化</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">易用性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">提供 /setup、/scrape、/apply 等命令，实现从个人资料设置、职位搜索到申请生成的全流程自动化，减少手动操作。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">技能差距分析</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">其他</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">通过 /upskill 命令分析个人资料与目标职位的技能缺口，生成优先级热图和学习计划，帮助用户针对性提升能力。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">技术栈</div><p style="margin:0;color:#4b5563;font-size:14px;">主要语言：TypeScript；AI 模型：Claude Code；依赖：Python 3.10+（用于辅助工具）、Bun（用于丹麦求职搜索 CLI）、LaTeX（lualatex 和 xelatex）用于 PDF 生成；存储：本地文件系统；工具链：Git 用于版本控制，无 CI/CD 集成。</p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">典型场景</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">个人求职申请定制</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">自动化生成高度定制的简历和求职信，节省时间并提高申请匹配度。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">团队招聘流程标准化</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">通过结构化工作流确保候选人材料格式一致，并利用 AI 评估匹配度，提升招聘效率。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">职业规划与发展分析</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">基于技能差距分析和学习计划，帮助用户识别职业路径并制定提升策略。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">跨国求职市场适配</span> <span style="color:#6b7280;font-size:12px;">(所有规模)</span><br><span style="color:#6b7280;font-size:13px;">框架可扩展，用户可通过自定义工具集成本地求职平台，实现跨市场应用。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心价值与差异化</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">输出质量控制</span>：通过 PDF 验证循环和相关性加权切割，确保生成的简历和求职信在格式和内容上都高度定制化且无布局错误，优于传统静态模板工具。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">工作流设计</span>：采用起草-审查分离和双代理机制，模拟人类申请流程，提高材料的针对性和专业性，减少单一 AI 生成的泛化问题。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">集成方式</span>：直接构建于 Claude Code 之上，利用其高级 AI 能力进行内容生成和评估，无需用户自行训练模型或处理复杂 API 调用。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 10px;">
<span style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;">生产环境就绪</span> <span style="display:inline-block;padding:3px 9px;border-radius:6px;background:#eff6ff;color:#1d4ed8;font-size:11px;font-weight:600;border:1px solid #bfdbfe;">ALPHA</span></div><ul style="margin:8px 0 0;padding-left:20px;color:#4b5563;font-size:13px;line-height:1.55;"><li>项目年龄仅76天，Star数467但近7日无新增</li><li>近30日提交数为0，无活跃开发迹象</li><li>无 Release 和 CI 集成，显示处于早期实验阶段</li></ul><p style="margin:12px 0 6px;font-size:12px;font-weight:600;color:#92400e;">需注意</p><ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.5;"><li>依赖外部 AI 服务 Claude Code，可能受 API 变更或订阅成本影响</li><li>缺乏持续集成和自动化测试，代码稳定性未知</li><li>无版本管理，更新可能不兼容</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fffbeb;border-color:#fde68a"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">风险与限制</div>
<ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.55;"><li>需要本地安装 LaTeX 环境，增加部署复杂度，可能对非技术用户不友好</li><li>目前针对丹麦求职市场优化，其他国家需自行适配搜索工具</li><li>依赖 Claude Code 订阅，可能涉及数据隐私和成本问题</li><li>无 CI/CD 和版本发布，维护和扩展性受限</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">接入成本</div><p style="margin:0;color:#4b5563;font-size:14px;">搭建：<strong style="color:#111827;">medium</strong> · 学习曲线：<strong style="color:#111827;">medium</strong><br><span style="color:#6b7280;font-size:13px;">关键依赖：Claude Code CLI、Python 3.10+、Bun、LaTeX 发行版 (TeX Live 或 MiKTeX)</span></p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#f9fafb"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">标签</div><div style="margin:0;line-height:1.8;"><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">ai</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">ai-agents</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">career</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">claude-code</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">cover-letter</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">cv</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">interview-preparation</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">job-application</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">job-hunting</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">job-search</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">latex</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">resume</span></div></div>

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Github趋势来自 Github今日项目 7月27日 00:00 ★★★★☆ 83

hugohe3/ppt-master

PPT Master 是一个由 AI 驱动的原生可编辑 PPT 生成工具，它能够从 PDF、DOCX、URL 或 Markdown 等文档中，自动生成包含真实 PowerPoint 形状、文本框和图表的 PPTX 文件，而非不可编辑的图片。它主要解决传统 AI 演示文稿工具输出非原生、不可编辑格式的核心问题。项目面向需要高效制作专业演示文稿的个人开发者、内容创作者、教育工作者和商业团队用户，通过 AI IDE（如 Claude Code、Cursor 等）中的对话交互完成整个设计与生成流程。

#ai-agent#aippt#office#powerpoint#powerpoint-generation#ppt#pptx#presentation#slide#slides

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<div class="github-trending-detail" style="font-family:system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;max-width:720px;color:#111827;">
<h3 style="margin:0 0 6px;font-size:18px;font-weight:700;color:#111827;letter-spacing:-0.02em;">hugohe3/ppt-master</h3>
<p style="margin:0 0 16px;color:#6b7280;font-size:14px;line-height:1.55;">AI turns documents or topics into real, native PowerPoint decks—with native shapes, transitions and animations, data-backed charts and tables on demand, audio narration from speaker notes, and support for your own .pptx templates. · by Hugo He</p>
<div style="display:flex;flex-wrap:wrap;align-items:stretch;margin:0 0 16px;padding:12px 14px;background:#f9fafb;border:1px solid #e5e7eb;border-radius:10px;">
<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">41k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Fork</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">3.4k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">30 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">+8.8k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">7 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;"><span style="color:#4ade80;">+1.3k</span></div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">语言</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">Python</div>
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<div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fafafa"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">AI 深度分析</div>
<p style="margin:0;color:#374151;font-size:14px;">PPT Master 是一个由 AI 驱动的原生可编辑 PPT 生成工具，它能够从 PDF、DOCX、URL 或 Markdown 等文档中，自动生成包含真实 PowerPoint 形状、文本框和图表的 PPTX 文件，而非不可编辑的图片。它主要解决传统 AI 演示文稿工具输出非原生、不可编辑格式的核心问题。项目面向需要高效制作专业演示文稿的个人开发者、内容创作者、教育工作者和商业团队用户，通过 AI IDE（如 Claude Code、Cursor 等）中的对话交互完成整个设计与生成流程。</p>
</div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心能力</div>
<ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">原生可编辑 PPTX 生成</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">易用性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">通过 AI 生成符合 OOXML 规范的 DrawingML 形状、文本框和图表，直接构建为 .pptx 文件，确保所有元素在 PowerPoint 中均为原生、可点击、可编辑的对象。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">模板复制与主题提取</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">能够分析并提取任意现有 PPTX 文件的布局集、主题颜色、字体、母版结构甚至装饰性元素，将其转化为可在后续生成中复用的私有模板。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">动画与过渡效果支持</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">在导出的 PPTX 中集成真实的 OOXML 页面过渡和逐元素入场动画，无需依赖嵌入式视频，可在 PowerPoint 和 Keynote 中原生播放。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">语音旁白与视频导出</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">支持使用 edge-tts 或多种云 TTS 服务（支持语音克隆）为每一页幻灯片生成语音旁白，嵌入音频后可利用 PowerPoint 导出为带同步旁白的 MP4 视频。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多模态输入处理</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">集成了多种输入源处理能力，包括通过 curl_cffi 直接抓取微信公众号文章、原生处理 DOCX/HTML/EPUB、以及通过 Pandoc 转换遗留文档格式。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">集成于 AI IDE 工作流</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">易用性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">作为 AI IDE（如 Claude Code、Cursor、VS Code Copilot）中的“技能”运行，用户通过对话下达指令，AI 自动执行从内容分析到 PPTX 导出的完整流程，无需用户编码。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">技术栈</div><p style="margin:0;color:#4b5563;font-size:14px;">主要语言：Python（3.10+）；核心依赖：python-pptx（PPTX 生成与操作）、Pydantic（数据验证）；AI 模型：支持 Claude、GPT、Gemini 等主流大语言模型（通过 API 调用）；网络请求：curl_cffi（用于抓取网页内容）；音频处理：edge-tts（本地 TTS）及多种云 TTS 服务 API；辅助工具：Node.js（可选，用于特定抓取场景）、Pandoc（可选，用于格式转换）。</p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">典型场景</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">商业报告与演示文稿自动化</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">将季度报告、市场分析 PDF 等文档快速转化为结构化、品牌一致且可团队协作编辑的演示文稿，大幅提升内容复用与更新效率。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">教育课件与学术报告制作</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">教师或研究者能将讲义、论文（Markdown/DOCX）转化为图文并茂、带动画的互动课件，降低视觉设计时间成本。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">产品发布会或营销材料生成</span> <span style="color:#6b7280;font-size:12px;">(所有规模)</span><br><span style="color:#6b7280;font-size:13px;">从产品说明文档或宣传文案直接生成具有专业视觉设计（如杂志、科技风格）的发布 Deck，保持内容与设计的同步更新。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">个人知识管理与内容再创作</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">将收藏的深度文章、技术博客（URL）转化为个人知识库或分享用演示材料，实现跨平台内容的格式统一与精炼。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">快速原型设计与概念验证</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">产品经理或设计师通过对话快速生成多个设计风格的原型 PPT，用于内部评审或客户演示，加速创意迭代。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心价值与差异化</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">输出格式</span>：与 Gamma、Beautiful.ai 等工具输出不可编辑的图片或 Web 页面不同，本项目直接生成包含原生形状、文本框和图表的 .pptx 文件，确保了与企业标准工作流的完全兼容。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">定制化能力</span>：独创的模板复制与提取功能，允许用户将任何现有 PPTX 转化为可复用的私有模板，突破了内置模板的限制，实现了设计资产的高度复用。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">数据主权与成本模型</span>：整个流水线（除 AI 模型调用外）完全在用户本地运行，数据无需上传第三方服务器；工具本身免费开源，成本仅为模型 API 调用费用，提供了透明、可控的使用成本。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">工具集成方式</span>：作为 AI IDE 的原生“技能”运行，利用了现有 AI 编程助手的文件操作和命令执行能力，无需构建独立的应用或服务平台，降低了技术栈复杂度。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 10px;">
<span style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;">生产环境就绪</span> <span style="display:inline-block;padding:3px 9px;border-radius:6px;background:#eff6ff;color:#1d4ed8;font-size:11px;font-weight:600;border:1px solid #bfdbfe;">BETA</span></div><ul style="margin:8px 0 0;padding-left:20px;color:#4b5563;font-size:13px;line-height:1.55;"><li>项目年龄较短（144天）但活跃度高（近30日提交259次，活跃28天）</li><li>已发布3个Release版本，具备基础版本管理</li><li>README文档非常详尽，包含安装指南、使用教程、技术设计说明和FAQ，社区支持活跃（Issue 31/35）</li><li>有明确的依赖管理（requirements.txt）和CI/CD设置（Has CI）</li></ul><p style="margin:12px 0 6px;font-size:12px;font-weight:600;color:#92400e;">需注意</p><ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.5;"><li>项目仍处于快速迭代期（beta），API 或工作流可能发生变化</li><li>核心依赖AI模型能力，输出质量受所选模型及Prompt影响，可能不稳定</li><li>部分高级功能（如模板复制）的适用边界和可靠性有待更广泛的实践检验</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fffbeb;border-color:#fde68a"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">风险与限制</div>
<ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.55;"><li>生成质量高度依赖底层大语言模型的视觉理解和代码生成能力，不同模型（如Claude与GPT）在布局精度上存在差异。</li><li>处理极其复杂或非标准化格式的文档时，内容提取与结构化可能出现信息丢失或布局错误。</li><li>需要在本地配置Python环境并安装依赖，对无技术背景的用户有一定门槛。</li><li>动画和过渡效果的实现基于静态OOXML注入，可能无法完全复刻所有专业PPT动画软件的交互深度。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">接入成本</div><p style="margin:0;color:#4b5563;font-size:14px;">搭建：<strong style="color:#111827;">low</strong> · 学习曲线：<strong style="color:#111827;">medium</strong><br><span style="color:#6b7280;font-size:13px;">关键依赖：Python 3.10+、python-pptx、网络请求库（如 curl_cffi）、AI 模型 API 密钥（如 Claude, GPT）</span></p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#f9fafb"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">标签</div><div style="margin:0;line-height:1.8;"><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">ai-agent</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">aippt</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">office</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">powerpoint</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">powerpoint-generation</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">ppt</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">pptx</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">presentation</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">slide</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">slides</span></div></div>

</div>

Github趋势来自 Github今日项目 7月27日 00:00 ★★★★☆ 83

agentscope-ai/QwenPaw

QwenPaw 是一个开源的个人 AI 助手平台，基于 Python 构建，专注于提供高度可控、可扩展的 AI 代理解决方案。它解决了用户对数据隐私、多渠道集成和技能定制化的痛点，支持本地部署或云部署，确保数据不离开用户控制。面向个人开发者、小型团队及企业用户，提供从社交媒体摘要到生产力工具的多种应用场景。

#agent#agent-harness#agentscope#harness-engineering#llm-tools#llms#loop-engineering#skills#super-agent

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<div class="github-trending-detail" style="font-family:system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;max-width:720px;color:#111827;">
<h3 style="margin:0 0 6px;font-size:18px;font-weight:700;color:#111827;letter-spacing:-0.02em;">agentscope-ai/QwenPaw</h3>
<p style="margin:0 0 16px;color:#6b7280;font-size:14px;line-height:1.55;">Your Personal AI Assistant; easy to install, deploy on your own machine or on the cloud; supports multiple chat apps with easily extensible capabilities.</p>
<div style="display:flex;flex-wrap:wrap;align-items:stretch;margin:0 0 16px;padding:12px 14px;background:#f9fafb;border:1px solid #e5e7eb;border-radius:10px;">
<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">28k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Fork</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">2.9k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">30 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">+7.9k</div>
</div>
<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">7 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;"><span style="color:#4ade80;">+4.6k</span></div>
</div>
<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">语言</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">Python</div>
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<div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fafafa"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">AI 深度分析</div>
<p style="margin:0;color:#374151;font-size:14px;">QwenPaw 是一个开源的个人 AI 助手平台，基于 Python 构建，专注于提供高度可控、可扩展的 AI 代理解决方案。它解决了用户对数据隐私、多渠道集成和技能定制化的痛点，支持本地部署或云部署，确保数据不离开用户控制。面向个人开发者、小型团队及企业用户，提供从社交媒体摘要到生产力工具的多种应用场景。</p>
</div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心能力</div>
<ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">本地部署与数据控制</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">安全</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">支持完全本地部署，所有数据和内存存储在用户机器或指定服务器上，避免第三方托管，确保隐私和控制权。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">技能扩展系统</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">内置多种技能如调度、PDF处理、新闻摘要，并支持自定义技能自动加载，通过插件市场实现无锁定扩展。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多代理协作</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">创建多个独立代理，每个代理可分配不同角色，通过协作技能实现代理间通信，共同处理复杂任务。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多渠道集成</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">原生支持 DingTalk、Feishu、WeChat、Discord、Telegram 等多个聊天应用，实现统一访问和管理。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">记忆进化与主动服务</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">其他</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">代理从交互中学习、反思经验，并主动提供个性化服务，随使用时间推移智能性不断提升。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多层安全机制</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">安全</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">包括工具守卫拦截危险命令、文件访问控制限制敏感路径、技能安全扫描检测潜在风险，确保操作安全。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">技术栈</div><p style="margin:0;color:#4b5563;font-size:14px;">语言：Python 3.10~3.14；框架：基于 AgentScope AI 框架；前端：Node.js 构建 Web Console；存储：本地文件系统用于数据、配置和备份；基础设施：支持本地机器、云服务器（如阿里云 ECS）、Docker 容器化；工具链：uv（Python 包管理器）、npm（前端依赖管理）、pip（Python 包安装）、llama.cpp/Ollama（本地模型支持）。</p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">典型场景</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">社交媒体每日热帖摘要</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">自动聚合和总结 Xiaohongshu、Zhihu、Reddit 等平台信息，节省时间并提升信息获取效率。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">企业内部知识库搜索与重用</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">通过个人知识库和文档摘要功能，提高团队知识管理效率，促进协作与信息重用。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">本地文件组织与文档摘要</span> <span style="color:#6b7280;font-size:12px;">(所有规模)</span><br><span style="color:#6b7280;font-size:13px;">快速检索、整理和总结本地文件，支持 PDF/Office 处理，提升生产力和文件管理能力。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">多代理协作处理复杂任务</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">通过分工合作的多代理系统，共同解决复杂问题，例如从选题到视频制作的完整工作流。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">集成到聊天应用实现自动化</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">在 DingTalk、Feishu 等熟悉的工作环境中无缝使用 AI 助手，自动化日常任务如邮件处理、日历管理。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心价值与差异化</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">部署方式</span>：支持完全本地部署，数据不离开用户设备，而许多云 AI 服务（如 ChatGPT）依赖第三方托管，存在隐私风险。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">扩展性</span>：提供开放的技能系统和插件市场，用户可自定义、分享技能，无锁定限制，相比闭源助手扩展更灵活。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">集成能力</span>：原生集成多个聊天应用（如 DingTalk、Feishu、WeChat），实现跨平台统一访问，而其他助手通常仅支持单一渠道。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">多代理协作</span>：支持创建多个独立代理并启用协作技能，可共同处理复杂任务，超出单一助手功能，增强任务分解和执行能力。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 10px;">
<span style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;">生产环境就绪</span> <span style="display:inline-block;padding:3px 9px;border-radius:6px;background:#eff6ff;color:#1d4ed8;font-size:11px;font-weight:600;border:1px solid #bfdbfe;">BETA</span></div><ul style="margin:8px 0 0;padding-left:20px;color:#4b5563;font-size:13px;line-height:1.55;"><li>项目年龄仅 113 天，但 Release 数达 82，表明活跃开发和频繁更新</li><li>近 30 日提交 265，活跃天数 23，持续迭代功能</li><li>桌面应用标记为 Beta，存在已知兼容性和性能问题</li><li>有 CI/CD、版本管理和安全文档，但 Issue 关闭率较低（23/46）</li></ul><p style="margin:12px 0 6px;font-size:12px;font-weight:600;color:#92400e;">需注意</p><ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.5;"><li>桌面应用处于 Beta 阶段，功能不稳定且性能待优化</li><li>Issue 关闭率约 33%，可能影响问题解决效率</li><li>项目相对较新，社区采用和长期维护稳定性有待观察</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fffbeb;border-color:#fde68a"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">风险与限制</div>
<ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.55;"><li>安装配置对初学者可能有一定门槛，尽管有脚本和桌面应用，但仍需理解 Python 环境或命令行操作。</li><li>本地模型运行需要足够计算资源（如 GPU），可能限制在普通硬件设备上的使用体验。</li><li>多渠道集成需单独配置每个聊天应用，设置过程可能存在学习曲线。</li><li>高级功能如多代理协作和记忆进化仍在开发中（Roadmap 标记为 In Progress），尚未完全成熟。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">接入成本</div><p style="margin:0;color:#4b5563;font-size:14px;">搭建：<strong style="color:#111827;">medium</strong> · 学习曲线：<strong style="color:#111827;">medium</strong><br><span style="color:#6b7280;font-size:13px;">关键依赖：Python 3.10+、Node.js（用于前端构建）、云模型 API 密钥（如 DashScope）、可选：Ollama 或 llama.cpp（本地模型支持）</span></p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#f9fafb"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">标签</div><div style="margin:0;line-height:1.8;"><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">agent</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">agent-harness</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">agentscope</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">harness-engineering</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">llm-tools</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">llms</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">loop-engineering</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">skills</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">super-agent</span></div></div>

</div>

Github趋势来自 Github今日项目 7月27日 00:00 ★★★★☆ 82

HKUDS/Vibe-Trading

Vibe-Trading 是一个 AI 驱动的多代理金融工作空间，能够将自然语言请求转换为跨全球市场的可执行交易策略、研究洞察和投资组合分析。它解决了传统策略开发中编程复杂性和专业知识门槛高的问题，面向交易者、投资者和量化分析师。通过集成 6 种数据源、29 个代理团队预设和 7 个回测引擎，用户无需编码即可进行深度研究和自动化策略生成。

#ai-agent#algorithmic-trading#backtesting#fintech#llm#mcp#multi-agent#python#quantitative-finance#trading

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<h3 style="margin:0 0 6px;font-size:18px;font-weight:700;color:#111827;letter-spacing:-0.02em;">HKUDS/Vibe-Trading</h3>
<p style="margin:0 0 16px;color:#6b7280;font-size:14px;line-height:1.55;">"Vibe-Trading: Your Personal Trading Agent"</p>
<div style="display:flex;flex-wrap:wrap;align-items:stretch;margin:0 0 16px;padding:12px 14px;background:#f9fafb;border:1px solid #e5e7eb;border-radius:10px;">
<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">28k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">Fork</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">4.5k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">30 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">+14k</div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">7 日 Star</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;"><span style="color:#4ade80;">+2.5k</span></div>
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<div style="flex:1 1 88px;min-width:72px;text-align:center;padding:6px 8px;">
<div style="font-size:11px;color:#64748b;margin-bottom:4px;">语言</div>
<div style="font-size:15px;font-weight:600;color:#111827;letter-spacing:-0.02em;">Python</div>
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<div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fafafa"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">AI 深度分析</div>
<p style="margin:0;color:#374151;font-size:14px;">Vibe-Trading 是一个 AI 驱动的多代理金融工作空间，能够将自然语言请求转换为跨全球市场的可执行交易策略、研究洞察和投资组合分析。它解决了传统策略开发中编程复杂性和专业知识门槛高的问题，面向交易者、投资者和量化分析师。通过集成 6 种数据源、29 个代理团队预设和 7 个回测引擎，用户无需编码即可进行深度研究和自动化策略生成。</p>
</div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心能力</div>
<ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">自然语言策略生成</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">易用性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">基于 ReAct 代理核心，用户通过自然语言描述交易想法，系统自动生成、测试和导出交易代码，支持 74 个专业金融技能，实现零编码策略开发。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多代理团队工作流</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">提供 29 个预定义的 DAG 多代理编排团队，例如投资委员会辩论和量化策略工作流，支持实时流式仪表板和跨会话搜索，实现复杂金融任务的协作自动化。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">跨市场回测引擎</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">性能</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">集成 7 个市场引擎（包括 A 股、港股、美股、加密货币等）和组合跨市场引擎，支持 Monte Carlo、Bootstrap CI 等统计验证，以及 4 个优化器，实现全面策略回测。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">持久跨会话记忆</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">可扩展性</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">通过文件系统持久化记忆（~/.vibe-trading/memory/），代理能记住用户偏好并自动进化可重用技能，支持 5 层上下文压缩和 FTS5 会话搜索，确保长期学习和自适应。</span></li><li style="margin:10px 0;"><span style="color:#111827;font-weight:600;">多平台策略导出</span> <span style="display:inline-block;margin-left:6px;padding:1px 7px;font-size:11px;border-radius:999px;background:#f3f4f6;color:#4b5563;border:1px solid #e5e7eb;">集成</span><br><span style="color:#6b7280;font-size:13px;line-height:1.55;">一键导出交易策略到 TradingView（Pine Script v6）、通达信（TDX）和 MetaTrader 5（MQL5），支持跨市场适配，简化策略部署和实盘前准备。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">技术栈</div><p style="margin:0;color:#4b5563;font-size:14px;">语言：Python 3.11+；后端框架：FastAPI；前端：React 19 + Vite + TypeScript；存储：文件系统（如持久记忆和会话数据）；基础设施：Docker 支持，CI/CD 管道；工具链：PyPI 包发布（vibe-trading-ai）、MCP 服务器（22 个工具）、LLM 提供商抽象层（支持 13 个提供商如 OpenAI、DeepSeek、Ollama）；数据源：AKShare、yfinance、CCXT、Tushare 等。</p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">典型场景</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">策略回测与优化</span> <span style="color:#6b7280;font-size:12px;">(所有规模)</span><br><span style="color:#6b7280;font-size:13px;">用户通过自然语言快速测试交易策略（如移动平均交叉），获得 Sharpe 比率、最大回撤等指标，并导出到交易平台，加速策略迭代。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">市场深度研究</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">利用代理团队进行股票基本面分析、宏观趋势评估或加密货币链上分析，生成研究报告，提升投资决策质量。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">多代理协作工作流</span> <span style="color:#6b7280;font-size:12px;">(中型企业)</span><br><span style="color:#6b7280;font-size:13px;">使用预定义团队（如投资委员会）进行多空辩论、风险审查，实现自动化投资流程，提高团队协作效率。</span></li><li style="margin:8px 0;"><span style="color:#111827;font-weight:500;">交易行为分析</span> <span style="color:#6b7280;font-size:12px;">(个人/小型团队)</span><br><span style="color:#6b7280;font-size:13px;">上传经纪商导出文件（如 CSV、PDF），系统自动分析交易偏差（如过度交易、处置效应），帮助用户改善交易习惯。</span></li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">核心价值与差异化</div><ul style="margin:0;padding-left:20px;color:#4b5563;font-size:14px;"><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">生态集成</span>：支持 6 种数据源（A 股、港股、美股、加密货币、期货、外汇）和 13 个 LLM 提供商，提供零配置免费数据回退，而同类工具通常需要多个 API 密钥或付费数据源。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">功能完整性</span>：集成策略生成、回测、研究和导出于一体，提供 74 个专业技能和 29 个代理团队，相比单一功能的交易工具（如 Backtrader）更全面。</li><li style="margin:8px 0;line-height:1.55;"><span style="color:#111827;font-weight:600;">用户体验</span>：通过自然语言交互和自进化技能系统，降低金融量化分析门槛，同时提供 CLI、Web UI 和 MCP 插件多种接入方式，适应不同用户场景。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 10px;">
<span style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;">生产环境就绪</span> <span style="display:inline-block;padding:3px 9px;border-radius:6px;background:#eff6ff;color:#1d4ed8;font-size:11px;font-weight:600;border:1px solid #bfdbfe;">BETA</span></div><ul style="margin:8px 0 0;padding-left:20px;color:#4b5563;font-size:13px;line-height:1.55;"><li>项目年龄仅 32 天，但已有 3 个 Release 版本和 CI/CD 支持</li><li>近 30 日有 92 次提交和 21 天活跃，显示积极开发</li><li>README 明确声明“仅用于研究、模拟和回测”，未提及实盘交易支持</li><li>提供 Docker 部署和安全硬化补丁，但远程部署需配置 API_AUTH_KEY</li></ul><p style="margin:12px 0 6px;font-size:12px;font-weight:600;color:#92400e;">需注意</p><ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.5;"><li>需要外部 LLM API 密钥（除 Ollama 外），增加了使用依赖</li><li>作为早期项目，可能存在稳定性问题或功能不完整</li><li>安全策略依赖用户配置 API_AUTH_KEY，否则可能暴露风险</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#fffbeb;border-color:#fde68a"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">风险与限制</div>
<ul style="margin:0;padding-left:20px;color:#78716c;font-size:13px;line-height:1.55;"><li>不支持实盘交易执行，仅限于研究和回测，用户需自行部署策略到其他平台。</li><li>重度依赖 LLM 提供商（如 OpenAI、DeepSeek），模型质量和成本可能影响使用体验。</li><li>数据源如 AKShare、yfinance 为免费服务，可能存在数据延迟或限制，不适合高频交易。</li><li>跨会话记忆基于文件系统，在大规模并发或多用户场景下可能性能不足。</li></ul></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">接入成本</div><p style="margin:0;color:#4b5563;font-size:14px;">搭建：<strong style="color:#111827;">low</strong> · 学习曲线：<strong style="color:#111827;">medium</strong><br><span style="color:#6b7280;font-size:13px;">关键依赖：Python 3.11+、LLM API 密钥（如 OpenAI、DeepSeek）、可选：Docker</span></p></div><div style="margin:0 0 12px;padding:14px 16px;background:#fff;border:1px solid #e5e7eb;border-radius:10px;line-height:1.6;;background:#f9fafb"><div style="font-size:12px;font-weight:600;color:#374151;text-transform:uppercase;letter-spacing:0.06em;margin:0 0 10px;">标签</div><div style="margin:0;line-height:1.8;"><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">ai-agent</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">algorithmic-trading</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">backtesting</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">fintech</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">llm</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">mcp</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">multi-agent</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">python</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">quantitative-finance</span><span style="display:inline-block;margin:0 6px 6px 0;padding:4px 11px;background:#fff;color:#374151;font-size:13px;border-radius:999px;border:1px solid #e5e7eb;">trading</span></div></div>

</div>

开源工具来自 MODELSCOPE 7月26日 14:41 ★★★★★ 98

Nanbeige4.2-3B：探索通用Agent小模型

介绍Nanbeige4.2-3B（3B参数）模型，采用Looped Transformer架构，系统构建Agent数据与训练方法，在代码、办公、工具调用等Agent任务上超越更大模型，降低推理成本。

#小模型#Agent#Looped Transformer#预训练#强化学习

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<p><span>南北阁实验室</span> <span>2026-07-26 14:41</span> <span style="display: inline-block;">浙江</span></p>

<p><img src="https://wechat2rss.bestblogs.dev/img-proxy/?k=5f85653b&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2Fld7fF7iahVCWJibfSNNhcqpNYp3EGgAn0ScWbhhpMGb8knGv6h2hnB5dmvpB3juRVkeGg9eOW34byYHEibjYHpPjJYXjmAhicMDGWsYZR1icCoaE%2F0%3Fwx_fmt%3Djpeg"></p>
  <p>在3B参数的约束下，用一个模型同时掌握代码智能体、办公智能体、复杂工具调用，以及通用推理</p>
  <p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">一年前，大家还在为1T参数的开源模型兴奋，如今2T+级模型不断涌现，模型越做越大，似乎成了业内共识。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">与此同时，Agent成为最受关注的方向之一。但复杂的Agent任务，如优化代码仓库、完成办公工作流等，往往只有大尺寸模型才做得好。这也带来了一个现实问题：大模型单次推理本就昂贵，而Agent完成一项任务通常需要调用模型数十次甚至上百次，进一步放大了成本。随着任务复杂度和使用频率持续提升，推理成本将成为影响Agent大规模使用的关键因素。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">降低成本最直接的办法，是让小模型来承担Agent任务。但这件事并不容易。代码与办公场景的工作流，都要求模型同时具备知识、推理、规划、工具理解和错误恢复能力，并在很长的交互轨迹里保持稳定。对参数容量有限的小模型来说，把这些能力同时装进去，是个不小的挑战。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 0px;"><span><span style="font-size: 15px;">Nanbeige4.2-3B是对这个问题的回答：在3B参数的约束下，用</span><span style="font-size: 15px;font-weight: bold;">一个</span><span style="font-size: 15px;">模型同时掌握代码智能体、办公智能体、复杂工具调用，以及通用推理。围绕这个目标，</span></span><span><span style="font-size: 15px;">BOSS 直聘南北阁大模型实验室</span></span><span><span style="font-size: 15px;">在</span><span style="font-size: 15px;font-weight: bold;font-style: italic;">模型架构、Agent数据构造、训练pipeline</span><span style="font-size: 15px;">三个层面做了系统的工作。</span></span></p><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">01</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-weight: bold;">整体效果</span></span></p></div></div></div></div></div></div></div></div><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">在四类能力上评测模型：General Agent、Code Agent、Reasoning和Alignment，对比对象包括Qwen3.5-4B/9B与Gemma4-E4B/12B。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">在General Agent与Code Agent的各项评测上，Nanbeige4.2-3B的表现稳定超过参数量更大的Qwen3.5-9B和Gemma4-12B，覆盖复杂工具调用、办公工作流、代码仓库修改和终端操作，而非集中在单一环境。在推理方面，它在多数数学、代码和科学推理评测上取得同规模最佳，同时在Alignment上保持整体竞争力。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="462.649" style="margin-left: 0px;margin-top: 0px;width: 554.133px;height: 462.649px;" width="554.133" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=e661c3b8&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2Fld7fF7iahVCX1KnaGJKstl6SnmqHUV8E3k6e0tAldtQxzEN1D646EeoLS0O5plbzDfFEWys9L3R7pw40uPAZIkjBeicRzRTNWvlfYrL6fvPms%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="377.982" style="margin-left: 0px;margin-top: 0px;width: 554.133px;height: 377.982px;" width="554.133" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=94e2defc&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_png%2Fld7fF7iahVCXXp1jOqOianMbMlRfdNtZKzRpJicuTEkVelYuMTJ6F6djxb5w9Fs1QbG2z1PlzODPBmjRQEX2IMx2IN4OyaQCOy4EHBxGlk7Aew%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">02</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">预训练：在固定参数下提升模型容量</span></span></p></div></div></div></div></div></div></div></div><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">3B模型首先受限于参数容量。研究团队的思路不是加参数，而是在参数固定的前提下，尽可能压榨出更多的有效容量。</span></span></p><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="color: rgb(0, 82, 255);font-weight: bold;">2.1 Looped Transformer</span></span></h2><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">Nanbeige4.2-3B采用Looped Transformer：模</span></span><span><span style="font-size: 15px;">型从底到顶经过一遍所有Transformer层后，输出的隐藏状态会再次送入同一组Transformer层，完成第二遍计算。这种权重复用在不增加参数量的前提下，提高了有效计算深度和模型容量。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">围绕Loop结构，重点验证了三个问题：</span></span></p><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">从头训练而非Upcycling</span><span style="font-size: 15px;">：先训标准Transformer再转成Loop，效果明显弱于从预训练一开始就用Loop。模型需要在整个训练过程中，去适应对同一组层的重复复用。</span></span></p></li></ul><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">循环两遍最合适</span><span style="font-size: 15px;">：两遍在效果、训练速度和稳定性之间取得了最好的平衡——相比同规模的标准Transformer，它具有约75%的token efficiency（训练相同token数的loss水平）收益。继续增加循环次数，额外收益有限，但训练明显变慢、也更不稳定。</span></span></p></li></ul><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">不共享KV Cache</span><span style="font-size: 15px;">：跨Loop共享KV虽然可以把Inference阶段的Cache减半，但收益上低于满血Loop。研究团队最终选择不共享，以效果为先。</span></span></p></li></ul><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">预训练语料从上一代Nanbeige4的23T tokens扩展到28T tokens。配比上，研究团队对数学、代码和合成QA等类型数据采取了更激进的上采样，对小模型的收益尤其明显。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">架构与数据的共同收益，使得Nanbeige4.2-3B-Base在推理与知识相关的多个评测集上，全面超过上一代Nanbeige4-3B-Base、并显著领先开源模型Qwen3.5-4B-Base与Gemma4-E4B-Base。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="160.333" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 160.333px;margin-bottom: 17px;float: none;" width="554.133" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=cafd40df&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_png%2Fld7fF7iahVCXFQXBrZ6j83OzwAxNnEyny2QGwoYP1ttiafic0v7cHJ8r8ic6DeZ2faArJNEOftRfpNTZfkAvQxEj3UNdxy8KZ5nmYuiaOCmYPeNw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">03</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">Agent数据：环境与任务的联合Scaling</span></span></p></div></div></div></div></div></div></div></div></div><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">普通指令数据，无论单轮还是多轮对话，本质上都是问答形式，只涉及模型和用户。Agent数据要复杂得多：一条完整的轨迹背后，需要一个可执行的环境、供任务展开的物料与资产、以及控制模型如何与环境交互的Scaffold。因此扩展Agent数据不能只堆任务数量，而要同时把</span><span style="font-size: 15px;font-weight: bold;font-style: italic;">可执行环境</span><span style="font-size: 15px;">、</span><span style="font-size: 15px;font-weight: bold;font-style: italic;">任务素材</span><span style="font-size: 15px;">、</span><span style="font-size: 15px;font-weight: bold;font-style: italic;">具体任务</span><span style="font-size: 15px;">和</span><span style="font-size: 15px;font-weight: bold;font-style: italic;">Agent Scaffold</span><span style="font-size: 15px;">一起扩展起来。</span></span><span><span style="font-size: 15px;">具体而言，研究团队分别面向代码智能体、复杂工具调用和办公智能体，构建了相应的轨迹合成与质量筛选数据管线。</span></span></p><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="color: rgb(0, 82, 255);font-weight: bold;">3.1 代码智能体</span></span></h2><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">研究团队从真实代码仓库中构造软件工程任务，并在独立沙箱里重建依赖和测试环境。模型只能看到待修改的仓库和任务描述，补丁与测试都不暴露；它需要自己浏览代码、定位问题、完成修改并运行验证。对同一任务，会通过Claude Code、OpenHands、SWE-agent等多种Scaffold生成轨迹，从而提高泛化性。最终训练时，除了约束轨迹的最终结果能通过目标测试与回归测试之外，也在Turn级别做无效工具调用、重复动作和错误步骤的过滤。</span></span><span><span style="font-size: 15px;">训练过程中，研究团队引入模型的失败轨迹的周期性分析，将反复出现的错误模式归纳为能力缺口，据此调整后续合成轨迹的仓库选择、补充相应训练数据，形成“训练—失败分析—数据补充”的飞轮。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="208.259" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 208.259px;margin-bottom: 17px;float: none;" width="554.133" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=9bd543d4&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2Fld7fF7iahVCUdMWE5GrPxN8BXryibGFJnP1UgPHlqRaGpLwdKLQ4B7v71WSiaJpITMZSVibiaq70UoJT26GOhCh2Vm3YE1hSon9BXcrDXY0Z3ADI%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="color: rgb(0, 82, 255);font-weight: bold;">3.2 复杂工具调用</span></span></h2><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">真实工具环境很难直接大规模复制：有的依赖实时网络，有的需要复杂运行时，有的缺少稳定接口。研究团队因此组合了三类环境：真实在线MCP服务、用Python重建的本地可执行工具、以及由模型模拟的虚拟工具。任务按工具链长度、信息检索难度、参数推断难度等维度生成，并配套可执行的验证函数。对于模型已经能稳定完成的任务，合成器会继续加难度，让训练数据跟着模型能力一起演化，而不是长期停在已经学会的任务上。</span></span></p><div style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="175.57081364829398" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 175.571px;margin-bottom: 17px;float: none;" width="554.1333333333333" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=988bfecd&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2Fld7fF7iahVCUKp9IY6Sufzczul2eibmDaafj7K1Tsc4IGkH64XNpEicrdhrVQIY20RGdayq8Wz7NrBNn4xa5Fx0jwEG09WPUsn3ed803n18HVg%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="color: rgb(0, 82, 255);font-weight: bold;">3.3 办公智能体</span></span></h2><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">办公任务围绕具体文件展开——文档、表格、幻灯片、PDF、代码等等，文件之间往往还存在依赖。研究团队先构建跨行业、跨格式的素材库，再按语义与领域对素材聚类、组合。任务生成Agent基于素材设计任务与Rubric，执行模型产出文件，Judge Agent检查完成度、Rubric一致性和执行过程。通过验证的产出文件会被回收到素材库中，作为后续任务合成的新素材。以这种方式，随着素材持续积累，研究团队进一步构造跨文件依赖更强、流程更长的办公任务。</span></span></p><div style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="159.0886089238845" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 159.089px;margin-bottom: 17px;float: none;" width="554.1333333333333" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=5d597f74&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2Fld7fF7iahVCW9qmiaWeTicF6sPHdOqlbsFHWVM4O65aWr8yhdS51ZDicc16c5Eq47oYjJiaXh0ib3Z01coIibAlEGXw51ia9LdR1K51aDdQiapCto2IY%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">04</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">后训练方法：推理与Agent能力的兼顾</span></span></p></div></div></div></div></div></div></div></div></div><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="font-size: 17px;color: rgb(0, 82, 255);font-weight: bold;">4.1 SFT：保留错误上下文，但不学习错误动作</span></span></h2><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">研究团队在SFT中，先建立稳定的推理基础，再学习更长的工具交互和环境反馈。具体地，整个过程采用64K、128K、256K三阶段课程。早期以数学、代码、科学推理为主，随着训练进行，逐步提高Agent数据占比。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">长程轨迹即使最终成功，中间也可能有错误调用、重复动作或没推进任务的步骤。研究团队结合执行反馈和Rubric，为每一轮输出设置Loss Mask：错误轮次不参与Loss，但该轮动作及其环境反馈仍保留在后续上下文里。这样模型不会被训练去复现错误，却能学会在真实的错误历史之上继续修正任务。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="207.211" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 207.211px;margin-bottom: 17px;float: none;" width="554.133" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=d8beca1e&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_png%2Fld7fF7iahVCXkXFGOP8rhtickXUcRVPpNQdbjt8gjT6CPSprfrQE1NBs66XIvsqUYXrMEyyEOiaKlu2kcicTs2CFlUvfDwic1SvNhHcS8alWs36E%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><h2 style="color: #2B77BF;font-size: 17px;font-weight: 500;line-height: 1.8;margin-bottom: 12px;"><span><span style="font-size: 17px;color: rgb(0, 82, 255);font-weight: bold;">4.2 RL：多阶段训练配方</span></span></h2><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">经多领域混合数据的SFT后，小模型还容易出现一些不稳定生成，比如无法及时停止、格式错误、异常续写、以及幻觉等问题。如果直接在这样的模型上做RL，错误会在多轮交互中不断累积。所以研究团队先处理生成稳定性，再分别优化推理和Agent能力。</span></span></p><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">Think/Non-Think两阶段RLHF</span><span style="font-size: 15px;">：首先，训练一个Point-wise Reward Model用来评估通用问答情况下，模型回复的整体质量。先在Think模式下进行RLHF，再继续做Non-Think RLHF。研究团队发现，这种行为层面的规范能力会</span><span style="font-size: 15px;font-weight: bold;">跨任务、跨模式泛化</span><span style="font-size: 15px;">——它不仅改善指令遵循，也提升数学、代码和Agent表现；而且在Non-Think模式上训练得到的收益，也能直接迁移到Think模式。</span></span></p></li></ul><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">带长度控制的Reasoning RL</span><span style="font-size: 15px;">：在推理能力RL阶段，研究团队不仅关注效果的提升，也关注思维链长度的控制。对已经能稳定解决的问题，根据历史正确轨迹设定长度预算，并结合当前通过率调整超长惩罚；对困难问题则保留自由探索。目标不是一味缩短思考，而是减少简单问题上的无效Token。</span></span></p></li></ul><ul style="list-style-type: disc;" class=""><li><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;font-weight: bold;">结合结果与过程奖励的Agentic RL</span><span style="font-size: 15px;">：对于参数容量有限的小模型，长程Agent任务中的有效探索能力相对有限。如果只依赖最终结果奖励，监督信号既稀疏又滞后，很难将任务成败归因到具体步骤。因此，研究团队使用Outcome Reward判断任务最终是否完成，同时通过Action-Centric Rubric评估每一轮工具调用是否正确、是否带来有效信息并推动任务进展。也就是说，不只看“最后做没做成”，也看“中间每一步是否有效”。</span></span></p></li></ul><p style="margin-bottom: 24px;"><span><span style="font-size: 15px;">研究团队还发现，小模型的RL数据不宜一味求难。相比policy model成功率低、轨迹较长的任务，选择</span><span style="font-size: 15px;font-weight: bold;">轨迹较短且policy model已有一定成功率</span><span style="font-size: 15px;font-weight: normal;">的任务来</span><span style="font-size: 15px;">训练会更加稳定，带来的收益也更高。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">完整RL流程下来，收益是全面的。模型在数学推理、竞赛编程、软件工程、智能体等多类评测上，同时做到了准确率提升和平均输出长度下降——例如PinchBench-V2从55.9%提升到74.7%，平均输出Token数也明显减少。换句话说，模型在变得更加准确，推理效率也在变高。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="272.8571128608924" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 272.857px;margin-bottom: 17px;float: none;" width="554.1333333333333" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=dde9c65e&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_png%2Fld7fF7iahVCVK55SVdL84ziauib7sLaQe2LoyGiaJ33QDMGPvPc6pOptVFsx5K8u3DPIGGNTRkeibKM9Uy3vicfrdsWneFwJiaSa76Gy7ETShQJ6hY%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">05</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">本地个人助手</span></span></p></div></div></div></div></div></div></div></div></div><p style="font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">本地个人助手是小模型Agent的一个天然应用场景。但要真正解决问题，模型还必须具备多轮规划、工具调用、文件处理和错误恢复能力。Nanbeige4.2-3B仅有3B非Embedding参数，部署门槛较低，同时保留了完成多步工作流所需的Agent能力。为评估模型在这一场景中的实际表现，选择能够覆盖日常协助、办公工作流和深度研究的OpenClaw作为统一评测框架。在相同的Scaffold、外部工具以及打分设置下，Nanbeige4.2-3B 在多项评测上均超过Qwen3.5-4B和更大的Qwen3.5-9B，其中在办公工作流上的优势尤其明显。</span></span></p><p style="margin-bottom: 24px;"><span><span style="font-size: 15px;">不过，尽管Nanbeige4.2-3B在同规模模型中取得了较好的评测结果，但距离在开放环境中成为稳定可用的Agent仍有较大差距。面对更长的任务链和更多不可预期的环境反馈，研究团队还会继续提升模型能力，并迭代数据与训练方法。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><p style="text-align: center;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 24px;"><span><img height="303.7954855643045" style="margin-left: 0px;margin-top: 17px;width: 554.133px;height: 303.795px;margin-bottom: 17px;float: none;" width="554.1333333333333" src="https://wechat2rss.bestblogs.dev/img-proxy/?k=251b98b4&u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2Fld7fF7iahVCVtCKP1cVo5DwDrdCBtnPKer6ibep7mKtERmkzew9bHviaKztbjvFOIzuhMWQenrSIoLp20jw3ibNibmMscktoc49z7J6EMHcJVAhw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"></span></p></div><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">06</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">部署与下一步</span></span></p></div></div></div></div></div></div></div></div></div><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">Nanbeige4.2-3B已适配Transformers、SGLang、vLLM、llama.cpp和Ollama等多种推理引擎，并同时支持思考模式与非思考模式。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">随模型开源的Modeling Code里，也包含了针对Loop结构的进一步改进、针对跨层信息传递方式的优化，以及基于N-Gram模块来对小模型记忆容量的补充等内容。这些特性已用于正在训练的Nanbeige4.5，预期会在后续发布。研究团队还会继续Linear/Sparse Attention，训练更大一些规模的Nanbeige模型，并探索如何用大模型蒸馏更强的小模型。</span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">小模型不会取代大模型，但也不应只被当作大模型的压缩版。在高频调用、本地部署和成本敏感的Agent场景里，它有独立的研究和应用价值。研究团队会沿着这条路线继续走下去，也欢迎社区围绕模型架构、Agent数据合成与训练方法一起讨论。</span></span></p><div style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC NEW", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 16px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px 0px 24px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: justify;background-color: rgb(255, 255, 255);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 10px auto;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;display: flex;background-color: rgb(255, 255, 255);justify-content: center;visibility: visible;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 3px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;border-bottom: 1px solid rgb(6, 84, 234);visibility: visible;transform: skew(-10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(243, 248, 254);visibility: visible;"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 5px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;display: flex;align-items: center;visibility: visible;transform: skew(10deg);"><div style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;transform-style: preserve-3d;visibility: visible;"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 1.5px;color: rgb(6, 84, 234);visibility: visible;transform: translateZ(10px);"><span style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 18px;visibility: visible;"><strong style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;"><span style="font-size: 16px;">07</span></span></strong></span></p></div><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px 0px 0px 18px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(6, 84, 234);visibility: visible;text-align: left;"><span><span style="font-weight: bold;">资源下载</span></span></p></div></div></div></div></div></div></div></div></div><ul style="list-style-type: disc;" class=""><li><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 8px;"><span><span style="font-size: 15px;">Agent模型:</span></span></p></li></ul><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;color: rgb(0, 82, 255);"><a href="https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B" target="_blank">https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B</a></span></span></p><ul style="list-style-type: disc;" class=""><li><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 8px;"><span><span style="font-size: 15px;">Base模型:</span></span></p></li></ul><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;color: rgb(0, 82, 255);"><a href="https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B-Base" target="_blank">https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B-Base</a></span></span></p><ul style="list-style-type: disc;" class=""><li><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0, 0, 0, 0.9);line-height: 1.8;margin-bottom: 8px;"><span><span style="font-size: 15px;">技术报告:</span></span></p></li></ul><p><span><span style="font-size: 15px;color: rgb(0, 82, 255);"><a href="https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B/file/view/master/Nanbeige42_report.pdf" target="_blank">https://modelscope.cn/models/nanbeige/Nanbeige4.2-3B/file/view/master/Nanbeige42_report.pdf</a></span></span></p><p style="text-align: justify;font-size: 17px;font-weight: 400;color: rgba(0,0,0,0.9);line-height: 1.8;margin-bottom: 24px;"><span><span style="font-size: 15px;">点击</span><span style="font-size: 15px;font-weight: bold;">阅读原文</span><span style="font-size: 15px;">，直达模型合集~</span></span></p><div label="edit by 135editor" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);"><p style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: left;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: system-ui, -apple-system, BlinkMacSystemFont, Arial, sans-serif;"></p><pre style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;text-align: left;"><pre style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 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AI技术资讯来自 InfoQ 7月26日 14:00 ★★★★☆ 78

先有一致性，才有智能：AI 分析背后的隐性工程｜ Summit 2026

行业转向AI分析，Canva梳理三大要素：数据仓库架构、语义层、指标一致性。研讨会深入探讨。

#AI分析#数据仓库#语义层#指标一致性#LLM助手

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AI技术资讯来自量子位 7月26日 13:30 ★★★★★ 94

3万小时触觉数据补齐具身智能“手感”！新智具身&复旦报告三连发

新智具身与复旦发布N0系列，构建3万小时触觉数据底座，提出触觉预判VLA和触觉世界模型，显著提升机器人精细操作成功率，数据模型已开源。

#触觉数据#具身智能#N0系列#VLA模型#世界模型

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<h1>3万小时触觉数据补齐具身智能“手感”！新智具身&复旦报告三连发</h1>
       <div>
             <span><img src="http://www.qbitai.com/wp-content/themes/liangziwei/imagesnew/head.jpg" height="200" width="200"><em><a href="https://www.qbitai.com/author/yuyang" title="由 鱼羊 发布" target="_blank">鱼羊</a></em></span>
                          <span>2026-07-26</span>
             <span>13:30:21</span>
          <span>
          来源：<a href="https://www.qbitai.com/" target="_blank">量子位</a>            </span></div>
                          
            <div><p>项目数据模型均开源</p>
</div>                <blockquote>
<p>允中 发自 凹非寺</p>
<p>量子位 | 公众号 QbitAI</p>
</blockquote>
<p>煮鸡蛋面、调柠檬水……机器人又来秀花活了。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/28886b0c6a760445ae8cfdf3fcc8c049.jpeg"></p>
<p>
</p></div>
<p>这次登场的是来自NeoteAI和复旦大学的N0系列模型。不仅是居家料理，收纳整理它同样拿手。工厂流水线装配、精细零件组装、线材缠绕梳理这些精细活也全都不在话下。</p>
<p>不知道大家有没有见过机器人实操翻车的名场面：插头边缘反复摩擦却难以插入、抓取塑料瓶时力道失控导致瓶身瘪陷、叠好的毛巾在松手瞬间散落……在具身智能的落地进程中，这类“视觉系统判定无误，但物理交互瞬间翻车”的现象屡见不鲜。</p>
<p>这些失败指向了一个行业共识：</p>
<p>决定机器人能否在真实物理世界中生存的关键，往往不只在于视觉感知的精度，而更在于接触瞬间的触觉反馈。摄像头能确认空间位置，却无法感知“是否接触”、“顶到边缘”、“夹力过载”或“发生滑移”等，缺失这层反馈，正是阻碍机器人跨越“最后一厘米”的核心痛点。</p>
<p>现在，上海新智具身智能科技有限公司（NeoteAI）联合复旦大学可信具身智能研究院，正式发布了N0系列三份技术报告，把触觉从“辅助模态”跃升为“核心基建”。 三份报告合起来看，恰好拼出一张蓝图——一套触觉数据底座，搭配两条不同侧重的技术路线。</p>
<p>更具行业价值的是，项目的数据和模型会进行开源，可以直接查看项目的完整链接：</p>
<p>https://research.neoteai.com</p>
<h1>N0-Foundation：统一触觉“方言”，构建3万小时交互语料库</h1>
<p>触觉数据的规模化应用长期受制于各类触觉设备输出的数据格式互不兼容。不同传感器输出的凝胶形变图、电容矩阵或六维力向量，犹如缺乏统一语法的方言，难以在同一模型中融合。</p>
<p>NeoteAI搭建的NeoData数据集旨在打破这一壁垒：</p>
<ul>
<li>包含超3万小时视觉-触觉交互操作数据；</li>
<li>约140万条操作片段，33亿个时间步；</li>
<li>对应80亿帧RGB画面与100亿帧触觉图像；</li>
<li>动用Franka、Piper、UR5e等6种机器人本体；</li>
<li>覆盖450项真实长程任务（如叠衣、插拔接头、倒液体等），由90位操作员采集；</li>
<li>已开源5千小时视觉-触觉交互操作数据。</li>
</ul>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/29f55bbf613d823647f105c0163aa672.jpeg"></p>
<p>
</p></div>
<p>另外，研究团队还提出了NeoForce统一表征模型。无论底层传感器硬件如何，都能够学习到具备迁移能力、时序结构化的触觉表征，以供下游具身智能策略使用：哪里被按？按多大力？有没有横向拉扯？这种“触觉普通话”有效解决了跨设备数据融合难题。</p>
<h1>N0-VTLA：以“触觉预判”赋能轻量级VLA</h1>
<p>数据底座夯实后，研究团队接下来思考的是如何将触觉真正融入到VLA技术路线之中。</p>
<p>在现有的多模态融合实践中，直接将触觉图像与RGB视觉信号进行简单拼接往往面临挑战：</p>
<p>由于触觉信号仅在物理接触瞬间产生高频响应，大部分时间处于“静默”状态，极易被海量视觉Token淹没。更为关键的是，即便模型成功提取了当前触觉特征，其本质上仍是对已发生动作的滞后反馈——这种“后视镜”式的感知机制，使得在动态交互中始终慢半拍。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/aa384bbe88a5feb6f96b7f4708a69746.jpeg"></p>
<p>
</p></div>
<p>N0-VTLA提出了一种全新的方案：不依赖滞后的当前触觉，而是预测未来50步内的触觉演变。</p>
<p>该模型将当前触觉编码为紧凑的潜在Token，结合视觉上下文预判滑移、受力等趋势，从而指导动作模块提前调整。</p>
<p>不同任务上显示：</p>
<p>N0-VTLA在插插头任务中成功率达85%，而同类视觉方案仅60%；在拔钥匙的任务成功率达99%，而视觉方案为35%。</p>
<p>此外，N0-VTLA还突破了传统模仿学习仅依赖专家成功轨迹的局限，让机器人从失败数据中实现自主进化。</p>
<p>模型结合触觉信息利用部署后数据以及human in the loop的数据训练了一个进度评估模型，使其能够识别任务执行阶段，甚至识别出“退步”与“救场”等复杂行为。通过结合离线强化学习，机器人在毛巾折叠、书包收纳、纸箱折叠等长程任务上的成功率，分别从50%、35%、20%大幅跃升至95%、80%、75%，真正实现了从失败经验中汲取教训的持续进化。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/e324fc1ce331b191cbea5e14d455aef3.jpeg"></p>
<p>
</p></div>
<h1>N0-TWAM：在世界模型中重构“触觉想象”</h1>
<p>如果说N0-VTLA是加装预判雷达，N0-TWAM则是对机器人“认知中枢”的重构：它把触觉放进世界模型，让机器人在动手之前，先在自己的“想象”里完整地推演一遍操作视角和手感。</p>
<p>现有世界模型大多局限于未来视觉图像的生成，在驱动真实机器人时面临严峻的物理对齐挑战：画面里杯子被抓住了，但手指夹没夹稳？画面里插头对齐了，但下一秒会不会卡住？这些触感信息完全缺失。</p>
<p>N0-TWAM要做的是同时预测未来的视频、触觉和动作这三个相互耦合的序列。</p>
<p>N0-TWAM采用混合专家架构，内置视频、触觉、动作三个异步专家网络，视频专家从预训练模型热启动，触觉和动作专家用更窄的结构，最终总参数量72亿，仅相当于全宽方案的一半。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/6b3e7974f3562eccc6a5233d5daa50c7.jpeg"></p>
<p>
</p></div>
<p>在仿真与真机测试中，</p>
<p>N0-TWAM展现出显著优势：仿真平均成功率达84.5%（而世界模型最强基线为36%）；真机8项任务平均成功率46.3%（LingBot-VA为21.9%）。消融实验进一步证实，去除“未来触觉预测”或“当前触觉条件”均会导致性能显著下降，确立了触觉在世界模型中的不可或缺性。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/73777e85ad6658a69ca1e315ea9c036b.jpeg"></p>
<p>
</p></div>
<h1>触觉：具身智能的下一个 Scaling Law？</h1>
<p>纵观N0系列三份报告，NeoteAI释放了明确的行业信号：</p>
<p>N0-Foundation验证了触觉模态具备类似视觉的Scaling潜力；N0-VTLA证明了触觉可以自然的接入现有 VLA 架构；N0-TWAM 确立了触觉在世界模型顶层设计中的核心地位，使其与视觉模态真正平起平坐。</p>
<p>这意味着，机器人的认知范式正从单一的“视觉驱动”向“视触融合”演进。它们不再仅仅通过“看”来理解世界，而是开始像婴儿一样，通过主动的触觉探索来验证假设并规划下一步动作。</p>
<p>“看得见杯子不等于拿得稳，认得出插座不等于插得进”——这一物理世界的常识，终于被写入了机器人的底层逻辑。</p>
<p>尽管距离“随手一摸即知轻重”的通用具身智能仍有长路要走，真实场景下的数据采集成本、跨本体泛化能力以及推理实时性仍是亟待攻克的工程难题，但NeoteAI的这组工作已实质性地推动触觉从“小众研究方向”跃升为“具身智能核心基建”。</p>
<div>
<p><img src="https://i.qbitai.com/wp-content/uploads/2026/07/736abc4ca7eaad45bbe953f50218c485.jpeg"></p>
<p>
</p></div>
<p>具身智能的下一篇章，或许不再仅仅是“让机器人看懂世界”，而是真正“让机器人摸透世界”。</p>
<p>项目链接：<br>
https://research.neoteai.com<br>公司官网：https://www.neoteai.com</p>
                
                
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Github趋势来自逛逛Github 7月26日 13:22 ★★★★☆ 86

本周 TOP 17 排名的 GitHub 开源项目大盘点，第一个值得收藏。

盘点本周 GitHub Trending 上 17 个热门开源项目，重点介绍了 AI Agent 书籍、实时 3D 场景重建工具、文件传输工具 croc、UI 规范、Kimi Code 等，涵盖 AI、开发工具和实用项目。

#AI Agent#GitHub Trending#3D场景重建#文件传输#开源工具

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<div style="font-size:16px;line-height:1.8;color:#333"><section class="mp_profile_iframe_wrp" nodeleaf=""><mp-common-profile class="js_uneditable custom_select_card mp_profile_iframe" data-pluginname="mpprofile" data-nickname="逛逛GitHub" data-alias="ggGithub" data-from="0" data-headimg="http://mmbiz.qpic.cn/mmbiz_png/ePw3ZeGRruyXo8VzACicO8MVibibicuJUQ8Vzghx6WF8F51breYjBIuYd4cj6wp26BYrg850bNuA20rdic9UyKIUhpg/0?wx_fmt=png" data-signature="热门「开源项目」推送到你眼前，每日为你节省 1 小时。 给我发消息可咨询各种开源项目，专注 AI、硬科技开源领域。" data-id="MzUxNjg4NDEzNA==" data-is_biz_ban="0" data-service_type="1" data-verify_status="0"></mp-common-profile></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">01</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">AI Agent 书籍</span></span></strong></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx18e0">李博杰开源的《深入理解 AI Agent：设计原理与工程实践》围绕 <span textstyle="" style="font-weight: bold;">Agent = LLM + 上下文 + 工具</span> 这个公式展开。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx1t02">全书共 10 章，从 Agent 基础、上下文工程、用户记忆和知识库，一路讲到 Coding Agent、评估、模型后训练、多模态交互和多 Agent 协作。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU27dCHBFnNS8Iic2jqaodGAmEAVXrRWArZBv2wEN4GdmMDKlrDEjCKxtkBwsmkya0ibKpeiaXzbqNkzeb3ic542ksvmzfldphsxfK4/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-aistatus="1" data-imgfileid="100051887" data-ratio="0.8518518518518519" data-s="300,640" data-src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU27dCHBFnNS8Iic2jqaodGAmEAVXrRWArZBv2wEN4GdmMDKlrDEjCKxtkBwsmkya0ibKpeiaXzbqNkzeb3ic542ksvmzfldphsxfK4/640?wx_fmt=png&from=appmsg" data-type="png" data-w="1080" type="block"></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fxea4">还放了 92 个配套实验，其中 <span textstyle="" style="font-weight: bold;">70 多个可以独立运行。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx1j3o">你读到 MCP、RAG、上下文压缩或 Agent 评估时，不需要停留在概念层面，可以跟着代码自己跑一遍。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0Ria72ickicbgGfS3iclaEFX31hE828TBTuFnmnK321DhWqyfpt89RJzKbgXuLwu3rKSwkaxyQc9D0UFhsFSiaiac2Adv9dAHiawqvXY/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0Ria72ickicbgGfS3iclaEFX31hE828TBTuFnmnK321DhWqyfpt89RJzKbgXuLwu3rKSwkaxyQc9D0UFhsFSiaiac2Adv9dAHiawqvXY/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.5740740740740741" data-s="300,640" data-type="png" data-w="1080" type="block" data-imgfileid="100051896" data-aistatus="1"  /></section><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0nlKUibX3GWKd4rKEZIuDZs4PcA6eR0Ves55piaMtxDibHgtvq04mriaTFibCNKNTmS3Ta99BOJicjsu0bXJPPGtqD94Pfe1VGIiaIL0/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0nlKUibX3GWKd4rKEZIuDZs4PcA6eR0Ves55piaMtxDibHgtvq04mriaTFibCNKNTmS3Ta99BOJicjsu0bXJPPGtqD94Pfe1VGIiaIL0/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.5740740740740741" data-s="300,640" data-type="png" data-w="1080" type="block" data-imgfileid="100051897" data-aistatus="1"  /></section><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU2kEcLqwgmIP5xsNObu5lMViatrSTKLAmMBHRCYkd5diaoCaD195OXWP6PKKuQ40jwb3zQiaylDFgBo0Rzq9ZyuMnjJZmlx3D4ia0s/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU2kEcLqwgmIP5xsNObu5lMViatrSTKLAmMBHRCYkd5diaoCaD195OXWP6PKKuQ40jwb3zQiaylDFgBo0Rzq9ZyuMnjJZmlx3D4ia0s/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.5740740740740741" data-s="300,640" data-type="png" data-w="1080" type="block" data-imgfileid="100051898" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx161g">阅读方式也准备得很完整。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx1hyn">项目提供 PDF、EPUB 和在线版本，支持全文搜索和章节折叠。目前已有简体中文、正体中文、英文、俄语、越南语、日语和泰米尔语版本。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fxhrx"><span textstyle="" style="font-weight: bold;">它目前拿到了约 1.9 万 Star，本周新增超过 1.7 万，排在 GitHub Trending 周榜第一。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx181p">如果你最近准备系统学习 Agent，这本书很适合作为主线资料。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx181p">先把 10 章的知识框架搭起来，再根据自己的方向深入 Coding Agent、记忆系统或多 Agent。</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="javascript"><code><span leaf="">开源地址：<span class="code-snippet__attr">https</span>:<span class="code-snippet__comment">//github.com/bojieli/ai-agent-book</span></span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">02</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">把一段长视频实时还原成 3D 场景</span></span></strong></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx14nb">LingBot-Map  是 Robbyant 团队开源的前馈式 3D 基础模型。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fxtwb"><span textstyle="" style="font-weight: bold;">输入连续图像后，模型会逐帧估计相机轨迹、场景结构和几何信息，让三维地图跟着视频不断生长。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;"><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_jpg/M2ibDBMdECU0hTwkmiayB0ibP5icsMPx919W793iarC2uQDPA9GK1j0xsHLkORp5EeGn128tO83n2PtuMZ467F87xBjkpibKSOia5MpAgKW3B3Q6L4/640?wx_fmt=other&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/M2ibDBMdECU0hTwkmiayB0ibP5icsMPx919W793iarC2uQDPA9GK1j0xsHLkORp5EeGn128tO83n2PtuMZ467F87xBjkpibKSOia5MpAgKW3B3Q6L4/640?wx_fmt=other&from=appmsg" class="rich_pages wxw-img" data-ratio="0.95" data-type="other" data-w="1080" data-imgfileid="100051891" data-aistatus="1"  /><img referrerpolicy="no-referrer" class="rich_pages wxw-img"  /></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx1bor">项目提出了 Geometric Context Transformer，把坐标定位、稠密几何线索和长距离漂移校正放进同一个流式框架。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx13s6">它还加入了分页 KV Cache，用来控制长视频推理时的内存开销。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx17ph">在 518×378 分辨率下，LingBot-Map <span textstyle="" style="font-weight: bold;">可以达到约 20 FPS，并处理超过 1 万帧的长序列。</span></span></p><section nodeleaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;"><iframe class="video_iframe rich_pages wx_video_iframe" style="border-radius: 4px;" data-src="https://mp.weixin.qq.com/mp/readtemplate?t=pages/video_player_tmpl&action=mpvideo&auto=0&vid=wxv_4619668012982648833" data-mpvid="wxv_4619668012982648833" data-vidtype="2" data-cover="http%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FM2ibDBMdECU2eoibwbdQOD0QYDlcG8Fxrlk9S0KQib4cR561xEUNVvJ7DESoPTIjicGddaTAZNEUzmnwunsDLm3UBbVNlNk6RkMaibNA9oqUmrmI%2F0%3Fwx_fmt%3Djpeg" data-ratio="1.7777777777777777" data-w="1280"></iframe></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fx15yg">下面是一个约 2.5 万帧、时长 13 分钟的室内行走演示。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fxh8w">它比较适合机器人建图、空间智能、无人机、自动驾驶和数字孪生等方向。</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="bash"><code><span leaf="">开源地址：https://github.com/Robbyant/lingbot-map</span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">03</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">两台电脑传文件，一个口令就够了</span></span></strong></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0SjwticcypKa2ibZPtIwvU5XjK7U7QtTNmCv98juxQXHcBQ4jyawygYnmKIL8vAjiaXYiaBgib7DmYC5aGeFVOOHFl9HjtiaWT9YT74/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU0SjwticcypKa2ibZPtIwvU5XjK7U7QtTNmCv98juxQXHcBQ4jyawygYnmKIL8vAjiaXYiaBgib7DmYC5aGeFVOOHFl9HjtiaWT9YT74/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.7415349887133182" data-s="300,640" data-type="png" data-w="1772" type="block" data-imgfileid="100051899" data-aistatus="1"  /></section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="javascript"><code><span leaf="">开源地址：<span class="code-snippet__attr">https</span>:<span class="code-snippet__comment">//github.com/schollz/croc</span></span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyr2z">发送端运行 croc send，工具会生成一段短语。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1bcl">接收端输入这段短语，文件就会通过中继服务传过去。<span textstyle="" style="font-weight: bold;">双方使用 PAKE 完成密码认证密钥协商，传输内容采用端到端加密。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fylm0">它支持 Windows、macOS、Linux 和浏览器，能传单个文件、多个文件或整个文件夹。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1cdn">网络中断后可以续传，也不需要配置端口转发。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1c6">IPv6 优先，无法使用时会回退到 IPv4，还能通过 Tor 等代理运行。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU3R5OibgKYmWph0meMMZlVyb9Yl0vYYzVj6Pal6OglJCs85OYqj1KUg6TtrERlxjR5xEUl0HxNoc3ePBIpTFdWFgpVKtY8icg1Ek/640?wx_fmt=gif&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU3R5OibgKYmWph0meMMZlVyb9Yl0vYYzVj6Pal6OglJCs85OYqj1KUg6TtrERlxjR5xEUl0HxNoc3ePBIpTFdWFgpVKtY8icg1Ek/640?wx_fmt=gif&from=appmsg" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.5625" data-s="300,640" data-type="gif" data-w="800" type="block" data-imgfileid="100051904" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyjwo">croc 已经是一个相当成熟的项目。<span textstyle="" style="font-weight: bold;">目前约有 3.8 万 Star，本周又新增了约 2500。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fydin">这类工具没有太多花里胡哨的功能，解决的问题却每天都可能遇到。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1iz5">临时给同事传大文件、在新旧电脑之间搬资料，或者跨系统传输，都可以把它留在工具箱里。</span></p><mpcpc class="js_cpc_area res_iframe cpc_iframe" data-category_id_list="36|41|42|43|5|6" js_editor_cpcad="" src="/cgi-bin/readtemplate?t=tmpl/cpc_tmpl#1785043241887" data-id="1785043241887"></mpcpc><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1ek8">macOS 可以这样安装：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__attribute">brew</span> install croc</span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fylap">发送与接收：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__attribute">croc</span> send 文件或文件夹</span></code><code><span leaf=""><span class="code-snippet__comment"># Linux 与 macOS 默认用环境变量传入口令，避免口令出现在进程名中CROC_SECRET=接收口令 croc</span></span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">04</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">真正能落地的 UI 规范</span></span></strong></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1nij">UI Skills 把设计工程中的检查规则整理成了一组可供编码 Agent 调用的 Skills。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyksm">其中的 baseline-ui 会约束间距、排版、组件、动画和布局，<span textstyle="" style="font-weight: bold;">重点清理常见的 AI 生成界面问题。</span></span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU3NUhKzpYm9B3lyo6j6GNmP97kibcIxl7bXCibKYic1IdfSblfFh6UEos5mF1RkOafDQGbgspiaBz7nfVP1UHyLFO4fkLWrLWic9yvQ/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU3NUhKzpYm9B3lyo6j6GNmP97kibcIxl7bXCibKYic1IdfSblfFh6UEos5mF1RkOafDQGbgspiaBz7nfVP1UHyLFO4fkLWrLWic9yvQ/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.7607709750566893" data-s="300,640" data-type="png" data-w="1764" type="block" data-imgfileid="100051900" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyw17">fixing-accessibility 负责可访问名称、键盘操作、焦点和表单错误。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy20e8">fixing-motion-performance 会检查布局动画、滚动监听、模糊效果和图层使用。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy66z">仓库还提供 create-design-md，可以从现有产品代码或网页中提取设计语言，生成供 Agent 持续参考的 DESIGN.md。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU24Xp9YPUQJc06EiaIyOkKHpm88UjE6YE4brMb89lczYNk5S8pqEap3F2b47gicWfqYNHYxiaF53z7k6reRf8LQBYFu3ORGHkdgNA/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU24Xp9YPUQJc06EiaIyOkKHpm88UjE6YE4brMb89lczYNk5S8pqEap3F2b47gicWfqYNHYxiaF53z7k6reRf8LQBYFu3ORGHkdgNA/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="1.1720818291215402" data-s="300,640" data-type="png" data-w="1662" type="block" data-imgfileid="100051901" data-aistatus="1"  /></section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="javascript"><code><span leaf="">开源地址：<span class="code-snippet__attr">https</span>:<span class="code-snippet__comment">//github.com/ibelick/ui-skills</span></span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy7c4">improve-ui 则会先核对项目自己的设计证据，再输出可执行的改进计划。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1jb7">这套项目的价值在于规则足够具体。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1jb7">它会告诉 Agent 图标按钮需要 aria-label，交互反馈别超过 200 毫秒，大面积元素不要持续做模糊动画，<span textstyle="" style="font-weight: bold;">设计审查也不能凭感觉随便改。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1fwb">项目目前约有 6300 Star，本周新增超过 2100。做 AI 前端、设计系统或 Design Engineer 工作流的人，可以重点看看。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy24xr">使用命令：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__attribute">npx</span> ui-skills start</span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">05</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">Kimi Code</span></span></strong></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyoc9">Kimi CLI 是 Moonshot AI 开源的终端 AI Agent。</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="bash"><code><span leaf="">旧版开源地址：https://github.com/MoonshotAI/kimi-cli</span></code><code><span leaf="">新项目地址：https://github.com/MoonshotAI/kimi-code</span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1omr"><span textstyle="" style="font-weight: bold;">它能读取和修改代码、执行 Shell 命令、搜索网页，并在任务进行中自己调整计划。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fywja">按下 Ctrl-X 可以在 Agent 对话和 Shell 命令模式之间切换。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy758">你还可以通过 MCP 给它接入外部工具，或者使用 ACP 把它接进 Zed、JetBrains 等兼容编辑器。<span textstyle="" style="font-weight: bold;">官方也提供了 VS Code 扩展和 Zsh 插件。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1j7t">它目前有约 1.1 万 Star，本周新增约 1500。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU2IzsBfvyzV59GbdZDYSUkq84PBpNNLmfdsrDU9d05W4lCo2pZfsawlv59cyl7H1C58Y1F0Cu4h3HIibrbAvbnyf5VxN6OXcnkU/640?wx_fmt=gif&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU2IzsBfvyzV59GbdZDYSUkq84PBpNNLmfdsrDU9d05W4lCo2pZfsawlv59cyl7H1C58Y1F0Cu4h3HIibrbAvbnyf5VxN6OXcnkU/640?wx_fmt=gif&from=appmsg" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.81625" data-s="300,640" data-type="gif" data-w="800" type="block" data-imgfileid="100051905" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyzfs">安装入口：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__comment"># Linux 与 macOS</span></span></code><code><span leaf=""><span class="code-snippet__attribute">curl</span> -fsSL https://code.kimi.com/kimi-code/install.sh | bash</span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">06</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">给 pi Agent 装上一个本地 Web 工作台</span></span></strong></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy17qk">Pi Web 给 pi coding agent 增加了一个运行在本地的浏览器界面。</span></p><section style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;line-height: 2em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 16px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU1Zq4MPPtOD3pBzcXS34xicgkeyRVxia0gJm64S4vkcpQGmPgdKWia6ITxxxfKicxSiafvhiby48za57pebeTVQbm6lLmUwAgOn39sibM/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU1Zq4MPPtOD3pBzcXS34xicgkeyRVxia0gJm64S4vkcpQGmPgdKWia6ITxxxfKicxSiafvhiby48za57pebeTVQbm6lLmUwAgOn39sibM/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.5768518518518518" data-s="300,640" data-type="png" data-w="1080" type="block" data-imgfileid="100051907" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1d1k">它会读取本机已有的 pi 会话文件，<span textstyle="" style="font-weight: bold;">把 Markdown、工具调用和执行结果整理成更清楚的消息视图。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fynrh">左侧可以浏览项目和历史会话，右侧能够预览源码、文档、图片、音频和 PDF。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;"><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU3NfSIByJKYju7fZwXTc8ZFqC5FS4NdUbqm2peQztroNjmwQN4icBOibP4MUqOxvZYTCkJcOsXdkmTb7fIkHGNeNueicavjN5icGDw/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_png/M2ibDBMdECU3NfSIByJKYju7fZwXTc8ZFqC5FS4NdUbqm2peQztroNjmwQN4icBOibP4MUqOxvZYTCkJcOsXdkmTb7fIkHGNeNueicavjN5icGDw/640?wx_fmt=png&from=appmsg" alt="Pi Web shows the same pi session with structured Markdown, tool calls, and project navigation beside the CLI" class="rich_pages wxw-img" data-ratio="0.7138888888888889" data-type="png" data-w="1080" data-imgfileid="100051906" data-aistatus="1"  /><img referrerpolicy="no-referrer" class="rich_pages wxw-img"  /></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="javascript"><code><span leaf="">开源地址：<span class="code-snippet__attr">https</span>:<span class="code-snippet__comment">//github.com/agegr/pi-web</span></span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy17hq">你可以从某条旧消息继续尝试另一种方案，也能把会话分叉成独立路线。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1lqk">项目还支持切换 Git Worktree，让新会话和文件浏览器跟着当前工作目录变化。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyamt">模型登录、API Key、模型测试和 Skill 开关也能在页面里管理。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy13cr">顶部会显示上下文用量、成本和压缩状态，<span textstyle="" style="font-weight: bold;">排查 Agent 为什么突然忘事时会方便很多。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fydie">运行时不需要全局安装：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__attribute">npx</span> <span class="code-snippet__variable">@agegr</span>/pi-web<span class="code-snippet__variable">@latest</span></span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1s9m">浏览器打开：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="javascript"><code><span leaf=""><span class="code-snippet__attr">http</span>:<span class="code-snippet__comment">//localhost:30141</span></span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">07</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">Rust 写的 Agent</span></span></strong></p><section style="text-align: center;margin-left: 8px;margin-right: 8px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU3rYHK7UicO4GfVasWmmiaWDtMFQpHI4CDEIuqARibdicEQE7juMYZUL5Dfgveaa41mNnIgCYkXQJGu1vMI9cI3puNAnUFSVickW3Jc/640?wx_fmt=png&from=appmsg" data-src="https://mmbiz.qpic.cn/mmbiz_png/M2ibDBMdECU3rYHK7UicO4GfVasWmmiaWDtMFQpHI4CDEIuqARibdicEQE7juMYZUL5Dfgveaa41mNnIgCYkXQJGu1vMI9cI3puNAnUFSVickW3Jc/640?wx_fmt=png&from=appmsg" class="rich_pages wxw-img" data-ratio="0.5703703703703704" data-s="300,640" data-type="png" data-w="1080" type="block" data-imgfileid="100051909" data-aistatus="1"  /></section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="bash"><code><span leaf="">地址：https://github.com/1jehuang/jcode</span></code></pre></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1a2r">jcode 是一个用 Rust 编写的编码 Agent Harness，重点放在<span textstyle="" style="font-weight: bold;">多会话、性能、记忆和 Agent 协作上。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy46x">它支持 Claude、OpenAI、Gemini 等模型来源，也能连接兼容 OpenAI API 的服务。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fynog">会话可以运行在持久化服务中，再从多个客户端接入。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyof5">jcode 的记忆系统会把对话轮次转成语义向量，在记忆图中检索相关内容。它也会周期性提取、整理和合并记忆，让 Agent 在多次会话之间保留有用信息。</span></p><section style="text-align: center;margin-left: 8px;margin-right: 8px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU0VRYTB4dt9mRBI962LyBwaSKmna32ALEnJklKibib9bvibWHgnyWKcgicVn8O41AJ6SqicEshNI0ReflCd0PS6iaQ4icKjCKcGSlneTI/640?wx_fmt=gif&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU0VRYTB4dt9mRBI962LyBwaSKmna32ALEnJklKibib9bvibWHgnyWKcgicVn8O41AJ6SqicEshNI0ReflCd0PS6iaQ4icKjCKcGSlneTI/640?wx_fmt=gif&from=appmsg" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.625" data-s="300,640" data-type="gif" data-w="640" type="block" data-imgfileid="100051910" data-aistatus="1"  /></section><section style="text-align: center;margin-left: 8px;margin-right: 8px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU1x9s7uYTicicsrMfhTzYshP7XYLUkiaUsTrjVmANUA7bsjIBwpos7QI2owNLVCHGfibsQrcVfwJ5BMPcA3SBtdBl2Ct6s668W0aUU/640?wx_fmt=gif&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU1x9s7uYTicicsrMfhTzYshP7XYLUkiaUsTrjVmANUA7bsjIBwpos7QI2owNLVCHGfibsQrcVfwJ5BMPcA3SBtdBl2Ct6s668W0aUU/640?wx_fmt=gif&from=appmsg" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.625" data-s="300,640" data-type="gif" data-w="640" type="block" data-imgfileid="100051912" data-aistatus="1"  /></section><section style="text-align: center;margin-left: 8px;margin-right: 8px;" nodeleaf=""><img referrerpolicy="no-referrer" src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU2lvNMjYqMjjB3J3BEdJY8ibuspaY1Qgl8Cq08mfN7e2NXHDTVGKsJLwuyr1yQzNOcELhxe3sUYDJQr7Z0EMkdA2b3Uezn1fFHE/640?wx_fmt=gif&from=appmsg" data-src="https://mmbiz.qpic.cn/sz_mmbiz_gif/M2ibDBMdECU2lvNMjYqMjjB3J3BEdJY8ibuspaY1Qgl8Cq08mfN7e2NXHDTVGKsJLwuyr1yQzNOcELhxe3sUYDJQr7Z0EMkdA2b3Uezn1fFHE/640?wx_fmt=gif&from=appmsg" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.625" data-s="300,640" data-type="gif" data-w="600" type="block" data-imgfileid="100051911" data-aistatus="1"  /></section><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyczl">更有意思的<span textstyle="" style="font-weight: bold;">是 Swarm 模式。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyczl">你可以在同一个仓库里启动多个 Agent，服务端负责同步文件变化、传递消息和处理冲突。Agent 也能自行拉起协作者，把任务拆开并行完成。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fydfl">性能是它最吸睛的部分，<span textstyle="" style="font-weight: bold;">jcode 首帧时间约为 14 毫秒。</span></span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fydfl">关闭本地嵌入后，单会话 PSS 内存约为 27.8 MB。这些数字来自项目方自己的测试环境，适合用来理解设计目标，不宜当成所有机器上的固定结果。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyq81">目前 jcode 已有约 1.1 万 Star，本周新增约 2600。</span></p><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy21op">安装方式：</span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="nginx"><code><span leaf=""><span class="code-snippet__comment"># macOS 与 Linux</span></span></code><code><span leaf=""><span class="code-snippet__attribute">curl</span> -fsSL https://jcode.sh/install | bash</span></code></pre></section><p class="js_darkmode__10" data-pm-slice="0 0 []" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 24px 8px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;visibility: visible;"><span class="js_darkmode__11" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;visibility: visible;"><span leaf="" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;">08</span></span></p><p class="js_darkmode__12" data-nest-level="2" style="-webkit-tap-highlight-color: transparent;margin: 0px 8px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__13" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;visibility: visible;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;visibility: visible;"><span leaf="" mpa-font-style="mqjo7ll816rf" data-mpa-action-id="mqjo7lld23qb" data-pm-slice="0 0 []" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible;font-size: 18px;">本周还有这些项目值得留意</span></span></strong></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fywvt"><span textstyle="" style="font-weight: bold;">mattpocock/skills</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy3ow">Matt Pocock 公开的个人 Agent Skills 合集，<span textstyle="" style="font-weight: bold;">聚焦真实软件工程工作流</span>。它本周新增超过 1 万 Star，也是 Agent Skill 走向工程化的一个明显信号。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1zsj"><span textstyle="" style="font-weight: bold;">diegosouzapw/OmniRoute</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fypr3">连接多个模型供应商的 AI 网关，支持额度感知、自动降级和 Token 压缩。<span textstyle="" style="font-weight: bold;">经常在不同模型之间切换的人，可以用它减少配置和容灾工作。</span></span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy179v"><span textstyle="" style="font-weight: bold;">tirth8205/code-review-graph</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy213w">给 AI 编程工具使用的本地代码知识图谱。它会<span textstyle="" style="font-weight: bold;">建立持久化代码地图</span>，帮助 Agent 少读无关文件，把上下文留给真正重要的部分。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1ic1"><span textstyle="" style="font-weight: bold;">Nutlope/hallmark</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyxkx">一套面向 Claude Code、Cursor 和 Codex 的设计 Skill，<span textstyle="" style="font-weight: bold;">重点清理 AI 生成界面的套路感。做产品页面和前端原型时很值得翻一下。</span></span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyj5k"><span textstyle="" style="font-weight: bold;">earendil-works/pi</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy17bh">包含统一 LLM API、Agent Loop、终端界面和编码 Agent CLI 的工具箱。<span textstyle="" style="font-weight: bold;">想研究终端 Agent 如何组织模型、工具和会话，可以从这里入手。</span></span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1leb"><span textstyle="" style="font-weight: bold;">rohitg00/ai-engineering-from-scratch</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy1rpr">面向 AI 工程实践的学习项目，内容围绕学习、构建和交付展开。比较适合想从模型调用走向完整 AI 产品开发的人。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy22ly"><span textstyle="" style="font-weight: bold;">ruvnet/RuView</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy63">项目宣称可以利用普通 Wi-Fi 信号实现空间感知、存在检测和生命体征监测。概念很吸睛，实际采用前建议核对论文、硬件条件和独立测试。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyjy0"><span textstyle="" style="font-weight: bold;">HKUDS/DeepTutor</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy134o">面向长期学习场景的个性化 AI Tutor，重点放在持续辅导和个体知识状态。教育 Agent 方向的读者可以关注。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fymks"><span textstyle="" style="font-weight: bold;">kvcache-ai/ktransformers</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fyekm">面向异构硬件的大模型推理与微调框架，重点利用 CPU、GPU 等组合降低本地运行大型模型的硬件压力。</span></p><h3 style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy8cl"><span textstyle="" style="font-weight: bold;">apache/ossie</span></span></h3><p style="margin-left: 8px;margin-right: 8px;line-height: 2em;margin-bottom: 16px;"><span leaf="" style="color: rgba(0, 0, 0, 0.9);font-size: 14px;font-family: mp-quote, "PingFang SC", system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;" mpa-font-style="ms1c88fy56j">Apache 推动的语义元数据规范项目，希望统一分析、AI 和 BI 平台之间的数据语义交换。它的热度没有 Agent 工具那么抢眼，长期影响值得观察。</span></p><p class="js_darkmode__132" data-pm-slice="0 0 []" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 24px 0px 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;"><span class="js_darkmode__133" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;background-color: rgb(255, 255, 255);color: rgb(255, 104, 39);font-family: Futura-Medium;font-size: 32px;font-weight: 700;letter-spacing: 1px;"><span leaf="" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">09</span></span></p><p class="js_darkmode__134" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px 0px 16px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);visibility: visible;"><strong class="js_darkmode__135" data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;color: rgba(0, 0, 0, 0.9);font-size: 17px;"><span data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 16px;"><span leaf="" data-nest-level="6" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span textstyle="" style="color: rgb(13, 13, 13);">点击下方卡片，关注逛逛 GitHub</span></span></span></strong></p><section class="mp_profile_iframe_wrp js_darkmode__137" data-action-id="mm7u2msl8lz" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 8px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);" 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400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;"><span data-nest-level="4" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;font-size: 14px;"><span leaf="" data-nest-level="5" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">这个公众号历史发布过很多有趣的开源项目，如果你懒得翻文章一个个找，你直接关注微信公众号：逛逛 GitHub ，后台对话聊天就行了：</span></span></p><section class="js_darkmode__139" data-nest-level="3" style="-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;font-family: "PingFang SC", system-ui, -apple-system, "system-ui", "Helvetica Neue", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);text-align: center;" nodeleaf=""><img referrerpolicy="no-referrer" 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