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feat: add English and Chinese versions of swarm introduction blog; enhance readability with CSS updates
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@@ -14,9 +14,9 @@ AgentJet具备全分布式蜂群训练(Swarm Training)能力,
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此外,AgentJet 完全开源,样例丰富,开箱即用,开放共建,并配套Token层级的追踪调试工具 & 逐版本训练性能追踪平台;
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还面向Vibe Coding开发者提供相关技能(SKILLs),允许Claude Code等工具一键辅助您的智能体编排和调试训练工作。
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![alt text](https://serve.gptacademic.cn/publish/shared/Image/ai-generated-1771872754893.jpg)
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<div align="center">
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<img width="800" alt="image" src="https://serve.gptacademic.cn/publish/shared/Image/ai-generated-1771872754893.jpg"/>
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</div>
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## 中心化 Agentic 大模型RL架构的困境
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- 如果让一个较小的模型在每个Gradient Step同时学习多个完全不同Agent工作流(Workflow),甚至完全不同领域的任务,是否有可能表现得更好?
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- 为什么鲜有研究使用 opencode 等带复杂 Runtime 的复杂 Agent 直接进行训练?
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![alt text](https://serve.gptacademic.cn/publish/shared/Image/Image2026-02-20-11-40-40.png)
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<div align="center">
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<img width="600" alt="image" src="https://serve.gptacademic.cn/publish/shared/Image/Image2026-02-20-11-40-40.png"/>
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</div>
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有困难就总会有解决方法。在过去的一年中,VERL解决了训推GPU效率的问题,Agent-Lightning解决了灵活接入自定义智能体的问题,
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Tinker提出了一个半分布式解耦架构(可惜只能训练Lora模型)。而通义EconML团队,AgentJet在充分学习这些项目架构的基础上,走出了关键一步:

docs/stylesheets/readability-enhancements.css

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@@ -259,3 +259,16 @@ article details summary:focus-visible,
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article ol > li {
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font-size: 20px;
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}
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/* ========================================
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Navigation Link Truncation (H2/Depth 3)
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======================================== */
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a[data-depth="3"] {
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display: -webkit-box;
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-webkit-line-clamp: 2;
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-webkit-box-orient: vertical;
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overflow: hidden;
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text-overflow: ellipsis;
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line-height: 1.4;
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}

mkdocs.yml

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- Tune Your First Agent: en/tune_your_first_agent.md
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- Agentic Frameworks: en/agent_framework_support.md
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- Swarm Training: en/swarm_intro_blog_english.md
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- swarm_best_practice: en/swarm_best_practice.md
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- Examples:
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- Math Agent: en/example_math_agent.md
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- Frozen Lake: en/example_frozenlake.md
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- Countdown Game: en/example_countdown.md
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- Swarm Examples:
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- Best Practice: en/swarm_best_practice.md
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- Components:
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- Workflow: en/workflow.md
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- Data Pipeline: en/data_pipeline.md
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- Platform Comparison: en/platform_comparison.md
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- Blogs:
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- Swarm Intro (ZH): en/swarm_intro.md
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- Swarm Intro (ZH): en/swarm_intro_blog_zh.md
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- Swarm Intro (EN): en/swarm_intro_blog_en.md
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plugins:
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- search:

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