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    <title>Multi-Agent on Hi, I&#39;m Muhammad Amal</title>
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    <description>Recent content in Multi-Agent on Hi, I&#39;m Muhammad Amal</description>
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      <title>Observability for Multi Agent Systems, LangSmith and Phoenix in 2025</title>
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      <pubDate>Wed, 26 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/observability-for-multi-agent-systems-langsmith-and-phoenix-in-2025/</guid>
      <description>Hands-on observability for multi-agent systems with LangSmith, Phoenix, OpenTelemetry, plus what to alert on and what to ignore.</description>
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      <title>Long Running Autonomous Agent Workflows, Checkpoints and Retries</title>
      <link>https://muhammadamal.my.id/blog/long-running-autonomous-agent-workflows-checkpoints-and-retries/</link>
      <pubDate>Mon, 24 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/long-running-autonomous-agent-workflows-checkpoints-and-retries/</guid>
      <description>Patterns and runnable code for long-running agent workflows, durable checkpoints, idempotent retries, deadlines, and circuit breakers.</description>
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      <title>Agent to Agent Communication Protocols, Choosing the Right One</title>
      <link>https://muhammadamal.my.id/blog/agent-to-agent-communication-protocols-choosing-the-right-one/</link>
      <pubDate>Wed, 19 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/agent-to-agent-communication-protocols-choosing-the-right-one/</guid>
      <description>A senior engineer&amp;rsquo;s guide to picking an agent-to-agent communication protocol, with shared state, typed actors, MCP, brokers, and HTTP compared.</description>
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      <title>Model Context Protocol Explained, Building MCP Servers in 2025</title>
      <link>https://muhammadamal.my.id/blog/model-context-protocol-explained-building-mcp-servers-in-2025/</link>
      <pubDate>Mon, 17 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/model-context-protocol-explained-building-mcp-servers-in-2025/</guid>
      <description>Hands-on guide to the Model Context Protocol from Anthropic, building a Python MCP server with tools, resources, and prompts, and integrating it.</description>
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      <title>AutoGen 0.4 Deep Dive, What Changed and How to Use It</title>
      <link>https://muhammadamal.my.id/blog/autogen-0-4-deep-dive-what-changed-and-how-to-use-it/</link>
      <pubDate>Wed, 12 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/autogen-0-4-deep-dive-what-changed-and-how-to-use-it/</guid>
      <description>What changed in the AutoGen 0.4 rewrite, the new actor model, AgentChat patterns, async runtime, and the migration moves from 0.2.</description>
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      <title>Role Based Agent Teams with CrewAI, A Production Walkthrough</title>
      <link>https://muhammadamal.my.id/blog/role-based-agent-teams-with-crewai-a-production-walkthrough/</link>
      <pubDate>Mon, 10 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/role-based-agent-teams-with-crewai-a-production-walkthrough/</guid>
      <description>Build a research-and-writing crew with CrewAI 0.86, including custom tools, hierarchical mode, memory configuration, and what to skip.</description>
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      <title>Production Multi Agent Systems with LangGraph 0.2, A Hands On Tutorial</title>
      <link>https://muhammadamal.my.id/blog/production-multi-agent-systems-with-langgraph-0-2-a-hands-on-tutorial/</link>
      <pubDate>Wed, 05 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/production-multi-agent-systems-with-langgraph-0-2-a-hands-on-tutorial/</guid>
      <description>Hands-on LangGraph 0.2 tutorial covering Postgres checkpointers, retries, interrupts, streaming, and the gotchas that bite when you ship.</description>
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    <item>
      <title>Multi Agent Systems in 2025, Architecture Patterns That Work</title>
      <link>https://muhammadamal.my.id/blog/multi-agent-systems-in-2025-architecture-patterns-that-work/</link>
      <pubDate>Mon, 03 Mar 2025 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/multi-agent-systems-in-2025-architecture-patterns-that-work/</guid>
      <description>Practical patterns for multi-agent systems in 2025 with runnable LangGraph and CrewAI snippets, plus the gotchas that bite teams in production.</description>
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      <title>Multi Agent Conversations with AutoGen, Patterns and Pitfalls</title>
      <link>https://muhammadamal.my.id/blog/multi-agent-conversations-with-autogen/</link>
      <pubDate>Mon, 13 May 2024 09:00:00 +0700</pubDate>
      <guid>https://muhammadamal.my.id/blog/multi-agent-conversations-with-autogen/</guid>
      <description>When AutoGen&amp;rsquo;s multi-agent model earns its keep, when it does not, and the patterns that prevent infinite loops and budget blowups.</description>
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