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      <title>BTL3 agentic coding: 27B params, low overhead</title>
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      <pubDate>Sat, 25 Jul 2026 00:00:00 +0000</pubDate>
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      <description>BTL3 retains 92.2% of full-model behaviors in an 8.39 GB footprint, offering a specialized architecture for efficient agentic coding and tool use.</description>
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      <title>Agent evaluation: Fix reasoning loops with glassbox traces</title>
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      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
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      <description>Move beyond static accuracy. Analyze multistep trajectories to catch critical failures where agents stall in continuous reasoning loops.</description>
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      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
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      <description>Optimized frameworks slash redundant tool calls from 98% to 2%. Learn how structured schemas and event-driven resumption build reliable AI agents.</description>
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      <title>Autonomous agent loops burn $4,200 in a weekend</title>
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      <pubDate>Tue, 23 Jun 2026 00:00:00 +0000</pubDate>
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      <description>One developer lost $4,200 in a weekend. Learn why autonomous loops make 30–50 calls per ticket and how to set killswitches.</description>
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      <pubDate>Tue, 23 Jun 2026 00:00:00 +0000</pubDate>
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      <description>OpenHands cloud 1.38.0 uses SandboxRecord to skip runtime API calls, removing network handshakes that slow down 40% of future agent apps.</description>
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