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      <image:title>Blog - The Validation Imperative in Agentic Science - Make it stand out</image:title>
      <image:caption>Scientific Discovery Loop</image:caption>
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      <image:caption>Validation Rates Across Domains</image:caption>
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      <image:title>Blog - The Validation Imperative in Agentic Science - Make it stand out</image:title>
      <image:caption>Scaling Equation</image:caption>
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      <image:title>Blog - Deriving High Quality Domain Insights via Data Intelligence Agents - Make it stand out</image:title>
      <image:caption>Figure 1 The agentic data intelligence stack</image:caption>
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      <image:title>Blog - Towards Super-Human Data Intelligence - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Towards Super-Human Data Intelligence - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Towards Super-Human Data Intelligence - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Next Frontier of Web Automation: Supercharging AI Agents with Web Domain Insights - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Next Frontier of Web Automation: Supercharging AI Agents with Web Domain Insights - Make it stand out</image:title>
      <image:caption>Figure 1: Our enterprise web agent equipped with web-domain insights achieved higher task completion rates and completed tasks an average of 45 seconds faster than the same agent without such insights.</image:caption>
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      <image:title>Blog - The Next Frontier of Web Automation: Supercharging AI Agents with Web Domain Insights - Make it stand out</image:title>
      <image:caption>Figure 2: The enterprise web agent with web-domain insights initiated approximately 50.3% fewer LLM calls for reasoning and planning compared to the same agent without such insights.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Learning API Functionality from In-Context Demonstrations for Tool-based Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Learning API Functionality from In-Context Demonstrations for Tool-based Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Learning API Functionality from In-Context Demonstrations for Tool-based Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Learning API Functionality from In-Context Demonstrations for Tool-based Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Comparing LLMs for Planning and Code Generation in Data Science Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Comparing LLMs for Planning and Code Generation in Data Science Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Layer by Layer: A Structured Approach to Benchmarking AI Agents in the Enterprise - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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  <url>
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      <image:title>Blog - Beyond the Browser: Benchmarking the Next Generation of Enterprise AI Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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  <url>
    <loc>https://www.emergence.ai/blog/olywlqapbdaw5u6abrxh555fxjuxg9</loc>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/96797c32-fd84-4d74-a5de-fa8ca04dd138/68dd6ed57576654b445863c9_67ed9b7ae9037b1780669c3a_GIF_05.gif</image:loc>
      <image:title>Blog - Towards Autonomous Agents and Recursive Intelligence - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/94870d53-21cf-4192-91ef-69c72e5e5f23/68dd6ed47576654b445863bf_67ec0a6a767301026ba2dca6_num_tasks_tools_agents.png</image:loc>
      <image:title>Blog - Towards Autonomous Agents and Recursive Intelligence - Make it stand out</image:title>
      <image:caption>Figure 2(a): Growth of tasks, agents and multi-agent systems with self-exploration across iterations.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/f45f5394-261b-4e9e-a53b-986fba70a4ac/68dd6ed57576654b445863c5_67ec0af3714508591acedee2_exploration_vs_success%2520%281%29.png</image:loc>
      <image:title>Blog - Towards Autonomous Agents and Recursive Intelligence - Make it stand out</image:title>
      <image:caption>Figure 2(b): Number of tasks generated, and number of tasks that succeed in verification. The percentage of success increases with iterations.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/c58728ea-d13a-4218-89db-62be58672e87/68dd6ed57576654b445863c2_67ec0ab94a13e628d2877522_avg_plan_length%2520%281%29.png</image:loc>
      <image:title>Blog - Towards Autonomous Agents and Recursive Intelligence - Make it stand out</image:title>
      <image:caption>Figure 2(c): Tasks sophistication increases with iterations as the Orchestrator builds on previous success and understanding of data</image:caption>
    </image:image>
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  <url>
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      <image:title>Blog - Taming the API Jungle: The Connector Agent's Quest for Perfect API Calls - Make it stand out</image:title>
      <image:caption>API Connector Agent: Diagram illustrating the multi-agent orchestration of Planning, Execution, and Verification to Automate API calls by Connector Agent</image:caption>
    </image:image>
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  <url>
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      <image:title>Blog - Ensuring Safe and Respectful Online Spaces: A Look at AI-Based Text Moderation - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.emergence.ai/blog/3tu9dvgmmya414ic9c8e6cghfkd8g0</loc>
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  <url>
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    <lastmod>2026-03-25</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/2d4ca7cd-ae40-4e15-945a-10ac2ac2e1e7/68dd78590ea254f343379f5f_674f67f6cf7d49648a25c746_674f67491fa80e56245038cb_Screenshot%2525202024-12-03%252520at%2525201.16.31%2525E2%252580%2525AFPM.png</image:loc>
      <image:title>Blog - Introducing the Emergence Multi-Agent Orchestrator - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/dda7b1e3-aeba-4e45-84f1-719d48b4967c/68dd78590ea254f343379f5b_674f67f5cf7d49648a25c735_674f67e1a7967caf773afdfc_image%252520%2810%29.png</image:loc>
      <image:title>Blog - Introducing the Emergence Multi-Agent Orchestrator - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/0c4fe7d1-5978-4d0f-9cfa-a5b843771983/68dd78590ea254f343379f62_674f67f5cf7d49648a25c732_674f67ecaa6ce7b63365c425_image%252520%289%29.png</image:loc>
      <image:title>Blog - Introducing the Emergence Multi-Agent Orchestrator - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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  <url>
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    <image:image>
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      <image:title>Blog - Benchmarking AI Agents: Key to Building Trust and Driving Scalable Enterprise Adoption - Make it stand out</image:title>
      <image:caption>Fig 1: A typical benchmarking approach into which enterprises might invest to ensure agents are evaluated properly.</image:caption>
    </image:image>
  </url>
  <url>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/2b852523-b7ce-4445-8b26-ba35b89e5878/692efdf96569acc59a8eb439_68dd78bac6bd2e56bb000d89_674e451741376ed9df6c7dda_537dbcd7.png</image:loc>
      <image:title>Blog - Benchmarking of AI Agents: A Perspective - Make it stand out</image:title>
      <image:caption>Fig 1: A typical benchmarking flow.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/5e9cc46e-1761-4837-8dff-654654149917/692efe1e24f11f244de9f1fb_68dd78bac6bd2e56bb000d8c_674e7858688eb6c970fdd9b5_7ad5457b.png</image:loc>
      <image:title>Blog - Benchmarking of AI Agents: A Perspective - Make it stand out</image:title>
      <image:caption>Fig 2: A good benchmark lies at the intersection of good understanding of the enterprise tools, the foundational capabilities needed to operate them and a set of tasks that are relevant to the enterprise</image:caption>
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      <image:title>Blog - Our Agent-E SOTA Results on the WebVoyager Benchmark - Make it stand out</image:title>
      <image:caption>WebVoyager Websites</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/c29a1bac-1c34-4c8f-a838-3c8b1a4774bb/68e684a33ef6efae1967ae54_66de0985d14d58299084e3ea_669046d6e55998be2e7f9026_agent-e-autogen-setup.png</image:loc>
      <image:title>Blog - Our Agent-E SOTA Results on the WebVoyager Benchmark - Make it stand out</image:title>
      <image:caption>Skills-driven Agent-E architecture.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/83e2138f-57de-48ea-b0be-6f0c293459e5/68e684a33ef6efae1967ae5b_66de0985d14d58299084e3eb_669046f78175bee95fe2dbcb_WebVoyagerTasks.png</image:loc>
      <image:title>Blog - Our Agent-E SOTA Results on the WebVoyager Benchmark - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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  <url>
    <loc>https://www.emergence.ai/blog/h7icbvgedrf09y2f6e6dgwjcd3dkj0</loc>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/a46151a5-9248-4d50-8dc8-912f7920bf21/68e684a32701de35e89ec73c_66de0985d14d58299084e3f1_668c211f3b98e6eb49954712_one.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/6a4367d2-7069-439e-a4cf-9c418a04fbfe/68e684a32701de35e89ec74a_66de0985d14d58299084e3ed_668c215512de81367c69fe7d_image-20240529-113715%252520%281%29.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/7404a562-a921-470a-a8ad-a7f465db2b80/68e684a32701de35e89ec734_66de0985d14d58299084e3f8_668c214ced467771b57e72c7_image-20240529-113732%252520%281%29.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/29c2b358-10aa-4be4-906f-c8218e1cacad/68e684a32701de35e89ec743_66de0985d14d58299084e3ec_668c21a002753c78f4211283_Screenshot%2525202024-05-30%252520at%2525201.10.37%2525E2%252580%2525AFPM%252520%282%29.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/7d973450-b120-4d32-b7ec-d83fa5693b0b/68e684a32701de35e89ec74d_66de0985d14d58299084e3f0_668c21fb3678d8ff042bba77_Screenshot%2525202024-06-03%252520at%2525204.28.30%2525E2%252580%2525AFPM%252520%281%29.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>The first answer doesn’t seem entirely correct. More hallucinations?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/0a52eb01-358d-4e1f-a479-3d1389b4024b/68e684a32701de35e89ec740_66de0985d14d58299084e3ee_668c223c81f4d56f1ca3a87f_Screenshot%2525202024-06-03%252520at%2525203.54.20%2525E2%252580%2525AFPM.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>Notice the difference between the complexity of the generated text between the two. This is a good direction to generate enough hard samples to improve the model performance.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/274189e3-092a-4171-adf1-678e578a21e1/68e684a32701de35e89ec750_66de0985d14d58299084e3ef_668c2255c75bda0ce384c3ff_Screenshot%2525202024-06-03%252520at%2525204.34.08%2525E2%252580%2525AFPM.png</image:loc>
      <image:title>Blog - Reliable Synthetic Data Generat­­­ion - Make it stand out</image:title>
      <image:caption>There will be scenarios where the generated text with/without assertions is equally good.</image:caption>
    </image:image>
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  <url>
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      <image:title>Blog - The Emergence of Emergence - Make it stand out</image:title>
      <image:caption>Figure 2, Source.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/227da0d9-ea3d-46c4-af90-62fb4237d954/68e684a2cc60860345058a51_67ae8d5e5b4eb5e2120765f6_66881eba6a519405a9abb0e9_Screenshot%2525202024-07-05%252520at%25252010.26.14%2525E2%252580%2525AFAM.png</image:loc>
      <image:title>Blog - The Emergence of Emergence - Make it stand out</image:title>
      <image:caption>Figure 3.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/f690ccf6-8b96-4749-ab56-87907fc3ff29/68e684a2cc60860345058a48_67ae8d5e5b4eb5e212076606_66881fb9ac2f158d59b6aaa0_Screenshot%2525202024-07-05%252520at%25252010.30.39%2525E2%252580%2525AFAM.png</image:loc>
      <image:title>Blog - The Emergence of Emergence - Make it stand out</image:title>
      <image:caption>Figure 4.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.emergence.ai/blog/ooamsimnjuq19c346nhefqos3v0pm6</loc>
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    <lastmod>2026-03-26</lastmod>
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      <image:title>Blog - Achieving Self-Improvement in Agentic Systems with Skill Harvesting - Make it stand out</image:title>
      <image:caption>Skills-driven Agent-E architecture.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/964a8d84-3c32-4eee-b9bd-8c3759dfdd19/68e684a3d3c6230d7d423ce6_66de0985d14d58299084e3e8_664266494d2f7d4e69e637c1_sh2.png</image:loc>
      <image:title>Blog - Achieving Self-Improvement in Agentic Systems with Skill Harvesting - Make it stand out</image:title>
      <image:caption>Agent-E steps to fulfill user request before and after skill harvesting showing 5 interactions with the LLM reduced to 1.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/7bff807b-f9ab-4ca1-8891-4c474a3c62b0/68e684a3d3c6230d7d423ce3_66de0985d14d58299084e3e7_6642665623fb1eef5b3d4678_sh3.png</image:loc>
      <image:title>Blog - Achieving Self-Improvement in Agentic Systems with Skill Harvesting - Make it stand out</image:title>
      <image:caption>Visualization of the elements interacted with in the website to fulfill the example user’s command (mmid is an attribute that we inject in every HTML element to uniquely represent it to the LLM).</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69af1b77df627e3fed4f484d/b5ac439e-680b-4574-83e2-98cc0c9be37e/68e684a2d3c6230d7d423cca_66de0985d14d58299084e3e6_66426664c51ed912938209e3_sh4.png</image:loc>
      <image:title>Blog - Achieving Self-Improvement in Agentic Systems with Skill Harvesting - Make it stand out</image:title>
      <image:caption>An illustration of the number of LLM calls and processing delays before and after skill harvesting</image:caption>
    </image:image>
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      <image:title>Blog - MathViz-E - Agent Tool Control - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Self-Improving Agents - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>‍Fig 2: A good benchmark lies at the intersection of good understanding of the enterprise tools, the foundational capabilities needed to operate them and a set of tasks that are relevant to the enterprise</image:caption>
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