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    <loc>https://agentsandhumans.ai/note/arxiv-paper-finds-agent-pricing-hinges-on-what-context-you-give-it</loc>
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      <news:publication_date>2026-10-19T08:21:45.482Z</news:publication_date>
      <news:title>arXiv paper finds agent pricing hinges on what context you give it</news:title>
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  <url>
    <loc>https://agentsandhumans.ai/note/arxiv-researchers-use-web-structure-to-stop-agents-being-tricked</loc>
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      <news:publication><news:name>Agents &amp; Humans</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-19T08:17:18.921Z</news:publication_date>
      <news:title>ArXiv researchers use web structure to stop agents being tricked</news:title>
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  <url>
    <loc>https://agentsandhumans.ai/note/gatewaybench-puts-agent-routing-servers-through-adversarial-testing</loc>
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      <news:publication><news:name>Agents &amp; Humans</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-19T08:18:43.730Z</news:publication_date>
      <news:title>GatewayBench puts agent routing servers through adversarial testing</news:title>
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  <url>
    <loc>https://agentsandhumans.ai/note/claude-code-runs-a-biology-lab-s-image-analysis-end-to-end</loc>
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      <news:publication><news:name>Agents &amp; Humans</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-19T08:22:52.446Z</news:publication_date>
      <news:title>Claude Code runs a biology lab&apos;s image analysis end to end</news:title>
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  <url>
    <loc>https://agentsandhumans.ai/note/personacuabench-finds-agents-fail-36-more-often-for-diverse-humans</loc>
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      <news:publication><news:name>Agents &amp; Humans</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-19T08:20:15.447Z</news:publication_date>
      <news:title>PersonaCUABench finds agents fail 36% more often for diverse humans</news:title>
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