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      <title>AI agent logic: skip hype, build real systems</title>
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      <pubDate>Thu, 23 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
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      <description>Discover the 5 specific components required to build AI agents that match junior employee output quality without falling for industry hype.</description>
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      <title>Devin alternatives: why single-agent autonomy failed in 2025</title>
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      <pubDate>Tue, 07 Jul 2026 00:00:00 +0000</pubDate>
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      <description>Early 2025 data shows Devin failed 14 of 20 real-world tasks. Explore why spec-driven orchestration now beats single-agent autonomy for engineers.</description>
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      <title>Agent autonomy: Structure Python code for scale</title>
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      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
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      <guid>https://aiagentsnews.top/posts/agent-autonomy-structure-python-code-for-scale/</guid>
      <description>Learn to build agents that manage context across multiple turns using specific memory compression strategies and token monitoring.</description>
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      <title>Coding agents: stop confusing IDE helpers with real autonomy</title>
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      <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
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      <description>TerminalBench 2.1 shows 83.4% scores, yet infrastructure gaps cause a 17-issue performance drop. Learn why architecture matters more than the model.</description>
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