ART

[
  {
    "@context": "https://schema.org",
    "@type": "SoftwareApplication",
    "@id": "https://agentsignals.ai/agents/art",
    "name": "ART",
    "description": "ART (Agent Reinforcement Trainer) is a reinforcement learning framework based on GRPO, designed to train AI agents for multi-step tasks. It supports various models, such as Qwen2.5, Qwen3, Llama, and others, by providing on-the-job training to optimize the performance of the agents. ART is suitable for scenarios that require complex decision-making and multi-step operations.",
    "url": "https://agentsignals.ai/agents/art",
    "applicationCategory": "开发工具",
    "operatingSystem": "GitHub",
    "sameAs": "https://github.com/OpenPipe/ART",
    "installUrl": "https://github.com/OpenPipe/ART",
    "offers": {
      "@type": "Offer",
      "price": "0",
      "priceCurrency": "USD",
      "description": "免费",
      "availability": "https://schema.org/InStock"
    },
    "featureList": [
      "Supports multiple AI models",
      "Reinforcement learning based on GRPO",
      "Multi-step task training"
    ],
    "datePublished": "2025-12-05T16:59:58.162646+00:00",
    "dateModified": "2025-12-20T07:50:57.905122+00:00",
    "publisher": {
      "@type": "Organization",
      "name": "Agent Signals",
      "url": "https://agentsignals.ai"
    }
  },
  {
    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
    "itemListElement": [
      {
        "@type": "ListItem",
        "position": 1,
        "name": "Home",
        "item": "https://agentsignals.ai"
      },
      {
        "@type": "ListItem",
        "position": 2,
        "name": "Agents",
        "item": "https://agentsignals.ai/agents"
      },
      {
        "@type": "ListItem",
        "position": 3,
        "name": "ART",
        "item": "https://agentsignals.ai/agents/art"
      }
    ]
  },
  {
    "@context": "https://schema.org",
    "@type": "FAQPage",
    "mainEntity": [
      {
        "@type": "Question",
        "name": "What is ART?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "A reinforcement learning tool for training multi-step AI agents to perform real-world tasks."
        }
      },
      {
        "@type": "Question",
        "name": "What features does ART offer?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Supports multiple AI models, Reinforcement learning based on GRPO, Multi-step task training"
        }
      },
      {
        "@type": "Question",
        "name": "What are the use cases for ART?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Automated Workflow Optimization, Intelligent Customer Service System Training, AI Agent Development for Complex Tasks"
        }
      },
      {
        "@type": "Question",
        "name": "What are the advantages of ART?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "支持多种模型, 强大的多步骤任务处理能力, 实际应用中的高效培训"
        }
      },
      {
        "@type": "Question",
        "name": "What are the limitations of ART?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "需要一定的强化学习知识, 对硬件配置有一定要求"
        }
      }
    ]
  }
]