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      <title>Agent frameworks: 7 picks for real production</title>
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      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
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      <description>After 18+ production deployments, this guide compares 7 agent frameworks like LangGraph and CrewAI for reliable multiagent orchestration in 2026.</description>
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      <title>Coordinated agent teams replace single scripts now</title>
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      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
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      <description>With 2,448 agents on Agent.ai, the shift to coordinated teams is clear. Learn how multi-agent units handle complex workflows without manual handoffs.</description>
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      <title>Agent framework choices: Vellum vs Mastra</title>
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      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
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      <description>Eleven frameworks now define the production environment for building autonomous systems. Forcing developers to choose between heavy orchestration...</description>
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      <title>Real agent tools: Build for failure recovery</title>
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      <pubDate>Thu, 02 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
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      <description>Most deployments stay narrow. With 78% planning adoption, teams must build true agents that handle failure, not just chatbots.</description>
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