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      <title>GPT5.6 tool calling: Why the client-owned loop matters</title>
      <link>https://aiagentsnews.top/posts/gpt56-tool-calling-why-the-client-owned-loop-matters/</link>
      <pubDate>Wed, 22 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/gpt56-tool-calling-why-the-client-owned-loop-matters/</guid>
      <description>GPT5.6 returns tool names, not code. Learn why the client-owned function loop and strict schemas are non-negotiable for autonomous systems.</description>
    </item>
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      <title>Autonomous coding agents: Stripe&#39;s 4-day migration</title>
      <link>https://aiagentsnews.top/posts/autonomous-coding-agents-stripes-4-day-migration/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/autonomous-coding-agents-stripes-4-day-migration/</guid>
      <description>Stripe deployed Claude Code across 1,370 engineers to complete a 10,000-line migration in four days, marking a shift to agentic execution.</description>
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      <title>OpenAI tool namespaces: hosted vs local execution</title>
      <link>https://aiagentsnews.top/posts/openai-tool-namespaces-hosted-vs-local-execution/</link>
      <pubDate>Sun, 19 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openai-tool-namespaces-hosted-vs-local-execution/</guid>
      <description>OpenAI&#39;s Agents SDK defines exactly five tool categories. Learn how namespaces separate hosted execution from local runtime for better token efficiency.</description>
    </item>
    <item>
      <title>Agent evaluation: Score 50&#43; metrics for LLMs</title>
      <link>https://aiagentsnews.top/posts/agent-evaluation-score-50-metrics-for-llms/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-evaluation-score-50-metrics-for-llms/</guid>
      <description>Output-only checks miss brittle logic. Use over 50 research-backed metrics to score discrete execution steps and catch planning failures early.</description>
    </item>
    <item>
      <title>Agent framework choices: LangGraph leads production</title>
      <link>https://aiagentsnews.top/posts/agent-framework-choices-langgraph-leads-production/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-framework-choices-langgraph-leads-production/</guid>
      <description>Analysis of 18 deployments shows LangGraph leads production readiness. Learn how planner-worker patterns and session state prevent context rot.</description>
    </item>
    <item>
      <title>Agent runtime rules: boost scores by 14 points</title>
      <link>https://aiagentsnews.top/posts/agent-runtime-rules-boost-scores-by-14-points/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-runtime-rules-boost-scores-by-14-points/</guid>
      <description>See how SelfUse jumped TerminalBench scores from 23.8% to 38.1% by mining execution traces instead of tweaking model weights manually.</description>
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    <item>
      <title>Agent tools and guardrails: defining the autonomous engine</title>
      <link>https://aiagentsnews.top/posts/agent-tools-and-guardrails-defining-the-autonomous-engine/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-tools-and-guardrails-defining-the-autonomous-engine/</guid>
      <description>Learn how true agents manage workflow execution and halt on failure, distinguishing them from single-turn LLMs that lack error correction.</description>
    </item>
    <item>
      <title>OpenHands event filters cut agent noise in cloud1.34.0</title>
      <link>https://aiagentsnews.top/posts/openhands-event-filters-cut-agent-noise-in-cloud1340/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openhands-event-filters-cut-agent-noise-in-cloud1340/</guid>
      <description>OpenHands cloud1.34.0 adds event filters to manage 247,000 stars of agent noise. Learn the new sandbox execution limits and config steps.</description>
    </item>
    <item>
      <title>Orchestrator-worker pattern cuts AI costs 10x</title>
      <link>https://aiagentsnews.top/posts/orchestrator-worker-pattern-cuts-ai-costs-10x/</link>
      <pubDate>Tue, 14 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/orchestrator-worker-pattern-cuts-ai-costs-10x/</guid>
      <description>Splitting orchestration from execution can cut inference costs by around 10x. Learn how the orchestrator-worker pattern separates planning from routine tasks.</description>
    </item>
    <item>
      <title>Agent framework picks: 9 tools ranked by devs</title>
      <link>https://aiagentsnews.top/posts/agent-framework-picks-9-tools-ranked-by-devs/</link>
      <pubDate>Thu, 09 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-framework-picks-9-tools-ranked-by-devs/</guid>
      <description>Choosing the right agent framework prevents technical debt that compounds silently until development halts.</description>
    </item>
    <item>
      <title>AI skill construction: 10 layers to reliable agents</title>
      <link>https://aiagentsnews.top/posts/ai-skill-construction-10-layers-to-reliable-agents/</link>
      <pubDate>Thu, 09 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/ai-skill-construction-10-layers-to-reliable-agents/</guid>
      <description>Explore the 10 progressive layers of AI skill construction, moving from basic prompts to reliable, resource-augmented business execution systems.</description>
    </item>
    <item>
      <title>Agent validation: fix broken execution paths</title>
      <link>https://aiagentsnews.top/posts/agent-validation-fix-broken-execution-paths/</link>
      <pubDate>Wed, 08 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-validation-fix-broken-execution-paths/</guid>
      <description>With 57% of organizations running agents, static tests miss cascading failures. Learn to validate specific execution paths and tool calls effectively.</description>
    </item>
    <item>
      <title>OpenHands SDK: Build Agents That Run Terminal Commands</title>
      <link>https://aiagentsnews.top/posts/openhands-sdk-build-agents-that-run-terminal-commands/</link>
      <pubDate>Tue, 07 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openhands-sdk-build-agents-that-run-terminal-commands/</guid>
      <description>The OpenHands SDK powers 2,013 commits of agent logic, enabling terminal execution and browsing within a single Python-defined agentic loop.</description>
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    <item>
      <title>Agent frameworks compared: LangGraph vs CrewAI</title>
      <link>https://aiagentsnews.top/posts/agent-frameworks-compared-langgraph-vs-crewai/</link>
      <pubDate>Sat, 04 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/agent-frameworks-compared-langgraph-vs-crewai/</guid>
      <description>Compare seven key frameworks for composable agents. Learn how planning loops and memory retention differ in the 2026 landscape.</description>
    </item>
    <item>
      <title>Coding agent tools: IDE vs CLI reality</title>
      <link>https://aiagentsnews.top/posts/coding-agent-tools-ide-vs-cli-reality/</link>
      <pubDate>Sat, 04 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/coding-agent-tools-ide-vs-cli-reality/</guid>
      <description>Augment Code claims 70.6% accuracy, but real utility depends on execution models. Compare IDE extensions, CLI tools, and cloud security postures here.</description>
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    <item>
      <title>Autonomous coding agents: 2026 execution reality</title>
      <link>https://aiagentsnews.top/posts/autonomous-coding-agents-2026-execution-reality/</link>
      <pubDate>Thu, 02 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/autonomous-coding-agents-2026-execution-reality/</guid>
      <description>Cursor hit a multi-billion dollar ARR run-rate by early 2026, proving autonomous coding agents are no longer experimental toys.</description>
    </item>
    <item>
      <title>OpenHands agent stars hit 78k for local code</title>
      <link>https://aiagentsnews.top/posts/openhands-agent-stars-hit-78k-for-local-code/</link>
      <pubDate>Tue, 30 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openhands-agent-stars-hit-78k-for-local-code/</guid>
      <description>OpenHands reaches 78,800 GitHub stars by executing code in sandboxed Docker runtimes, keeping data local while demanding strong DevOps skills.</description>
    </item>
    <item>
      <title>Agent sessions: Why durable execution beats containers</title>
      <link>https://aiagentsnews.top/posts/durable-agent-sessions-beat-containers-by-100x/</link>
      <pubDate>Fri, 26 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/durable-agent-sessions-beat-containers-by-100x/</guid>
      <description>Durable agent sessions beat containers by 100x. Learn how the Agents SDK runtime manages state without external databases for reliable scaling.</description>
    </item>
    <item>
      <title>AI agents kill the open source knowledge tax</title>
      <link>https://aiagentsnews.top/posts/ai-agents-kill-the-open-source-knowledge-tax/</link>
      <pubDate>Tue, 23 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/ai-agents-kill-the-open-source-knowledge-tax/</guid>
      <description>Stop paying the knowledge tax. AI agents now handle dependency resolution, helping 40% of apps embed tasks by 2027 without manual setup.</description>
    </item>
    <item>
      <title>Delegation runtime cuts context overhead by 80%</title>
      <link>https://aiagentsnews.top/posts/delegation-runtime-cuts-context-overhead-by-80/</link>
      <pubDate>Tue, 23 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/delegation-runtime-cuts-context-overhead-by-80/</guid>
      <description>Stop context pollution before it breaks your workflow. Delegation runtime isolates subtasks, reducing context window overhead by 80% while keeping control.</description>
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    <item>
      <title>OpenEnv: The Agentic-RL Standard That Won&#39;t Own Your Rewards</title>
      <link>https://aiagentsnews.top/posts/openenv-protocol-stop-agent-training-lock-in/</link>
      <pubDate>Mon, 15 Jun 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
      <guid>https://aiagentsnews.top/posts/openenv-protocol-stop-agent-training-lock-in/</guid>
      <description>OpenEnv went to a 10-org committee and shrank to a pure interop socket, refusing to own rewards. Why that bet is smart, where it can still fail, and what to do </description>
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