<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Agentmatic blog</title><description>Agentmatic is an open-source AI agent framework — drop-in compatible with LangGraph, built on a Rust engine. Native SDKs for Python, TypeScript, Rust, Go and Java. Built-in circuit breakers, retry, dead letter queues, distributed clusters and checkpointing. MIT-licensed.</description><link>https://agentmatic.neullabs.com/</link><language>en-us</language><item><title>Build a code review agent in 2 hours with MCP and ReAct</title><link>https://agentmatic.neullabs.com/blog/build-code-review-agent-with-mcp-react/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/build-code-review-agent-with-mcp-react/</guid><description>End-to-end walkthrough: build an AI code reviewer using Agentmatic&apos;s MCP client to wrap the filesystem + git MCP servers, a ReAct loop, and a custom GitHub-comment tool. Production-ready.</description><pubDate>Sun, 31 May 2026 00:00:00 GMT</pubDate><category>tutorial</category><category>mcp</category><category>react</category><category>code-review</category></item><item><title>CrewAI vs AutoGen vs Agentmatic: multi-agent paradigms head-to-head</title><link>https://agentmatic.neullabs.com/blog/crewai-vs-autogen-vs-agentmatic/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/crewai-vs-autogen-vs-agentmatic/</guid><description>Three different bets on how multi-agent systems should be built — role-based crews, conversation orchestration, or explicit state graphs. The honest tradeoffs.</description><pubDate>Sat, 30 May 2026 00:00:00 GMT</pubDate><category>crewai</category><category>autogen</category><category>comparison</category><category>multi-agent</category></item><item><title>Agent checkpointing, time travel, and human-in-the-loop done right</title><link>https://agentmatic.neullabs.com/blog/agent-checkpointing-time-travel-hitl/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/agent-checkpointing-time-travel-hitl/</guid><description>How checkpointing actually works in Agentmatic, why every superstep is a save point, how time-travel debugging changes development, and the HITL patterns that scale to production.</description><pubDate>Fri, 29 May 2026 00:00:00 GMT</pubDate><category>checkpointing</category><category>hitl</category><category>time-travel</category><category>production</category></item><item><title>LangChain tools in a Rust-engined agent: the zero-friction bridge</title><link>https://agentmatic.neullabs.com/blog/langchain-tools-in-rust-zero-friction-bridge/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/langchain-tools-in-rust-zero-friction-bridge/</guid><description>How from_langchain_tools() actually works, why bringing your existing LangChain toolbox costs zero engineering time, and the cases where you should rewrite a tool natively anyway.</description><pubDate>Thu, 28 May 2026 00:00:00 GMT</pubDate><category>langchain</category><category>tools</category><category>migration</category><category>integration</category></item><item><title>Distributed AI agents: self-hosted at scale without a SaaS dependency</title><link>https://agentmatic.neullabs.com/blog/distributed-ai-agents-self-hosted-at-scale/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/distributed-ai-agents-self-hosted-at-scale/</guid><description>How to run an AI agent runtime across a cluster, in your VPC, without paying a platform tier. Coordinator/worker, P2P mesh, checkpoint hand-off, observability — all from open-source primitives.</description><pubDate>Wed, 27 May 2026 00:00:00 GMT</pubDate><category>distributed</category><category>self-hosted</category><category>production</category><category>infrastructure</category></item><item><title>ReAct vs Supervisor vs RAG: choosing the right agent pattern</title><link>https://agentmatic.neullabs.com/blog/react-vs-supervisor-vs-rag-patterns/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/react-vs-supervisor-vs-rag-patterns/</guid><description>The three most common AI agent patterns — when each fits, when each fails, and how to compose them. Code in every Agentmatic SDK.</description><pubDate>Tue, 26 May 2026 00:00:00 GMT</pubDate><category>patterns</category><category>react</category><category>supervisor</category><category>rag</category><category>tutorial</category></item><item><title>Production AI agents need circuit breakers, retry, and dead-letter queues</title><link>https://agentmatic.neullabs.com/blog/production-ai-agents-circuit-breakers-retry-dlq/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/production-ai-agents-circuit-breakers-retry-dlq/</guid><description>The three resilience primitives every production agent eventually needs — and the mistakes engineers make when they bolt them on themselves. Plus what &apos;built-in&apos; looks like in Agentmatic.</description><pubDate>Mon, 25 May 2026 00:00:00 GMT</pubDate><category>production</category><category>resilience</category><category>circuit-breakers</category><category>retry</category><category>dlq</category></item><item><title>Model Context Protocol (MCP) for AI agents: a complete guide</title><link>https://agentmatic.neullabs.com/blog/mcp-model-context-protocol-guide/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/mcp-model-context-protocol-guide/</guid><description>What MCP is, why it became the open standard for AI agent tools, how to consume MCP servers from your agent, how to ship your own MCP server, and the gotchas nobody mentions.</description><pubDate>Sun, 24 May 2026 00:00:00 GMT</pubDate><category>mcp</category><category>ai-agents</category><category>tools</category><category>interop</category></item><item><title>Best AI agent frameworks in 2026: a working developer&apos;s comparison</title><link>https://agentmatic.neullabs.com/blog/best-ai-agent-frameworks-2026/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/best-ai-agent-frameworks-2026/</guid><description>An opinionated look at LangGraph, Agentmatic, CrewAI, AutoGen, Vercel AI SDK, OpenAI Agents SDK and friends. Not &apos;which is best&apos; — &apos;when to pick which&apos;.</description><pubDate>Sat, 23 May 2026 00:00:00 GMT</pubDate><category>comparison</category><category>ai-agents</category><category>langgraph</category><category>crewai</category><category>autogen</category></item><item><title>LangGraph vs Agentmatic: a careful performance comparison</title><link>https://agentmatic.neullabs.com/blog/langgraph-vs-agentmatic-performance/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/langgraph-vs-agentmatic-performance/</guid><description>An honest, reproducible LangGraph vs Agentmatic benchmark across ReAct, Supervisor, RAG, and Map fan-out workloads. With methodology, hardware specs, raw numbers, and the cases where the gap is small.</description><pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate><category>langgraph</category><category>benchmarks</category><category>performance</category><category>comparison</category></item><item><title>Migrate from LangGraph to Agentmatic in 5 minutes</title><link>https://agentmatic.neullabs.com/blog/migrate-from-langgraph-in-5-minutes/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/migrate-from-langgraph-in-5-minutes/</guid><description>A real, no-handwaving step-by-step LangGraph → Agentmatic migration: install, change one import, validate with your existing tests, and optionally adopt resilience primitives. Plus the actual gotchas.</description><pubDate>Thu, 21 May 2026 00:00:00 GMT</pubDate><category>langgraph</category><category>migration</category><category>tutorial</category><category>python</category></item><item><title>The fastest LangGraph alternative is LangGraph — recompiled in Rust</title><link>https://agentmatic.neullabs.com/blog/langgraph-alternative-rust-engine/</link><guid isPermaLink="true">https://agentmatic.neullabs.com/blog/langgraph-alternative-rust-engine/</guid><description>We rebuilt the LangGraph runtime in Rust, kept the Python API identical, added circuit breakers and distributed clusters in the open-source core, and shipped Python, TypeScript, Rust, Go, and Java SDKs. Here&apos;s why.</description><pubDate>Wed, 20 May 2026 00:00:00 GMT</pubDate><category>langgraph</category><category>rust</category><category>performance</category><category>ai-agents</category></item></channel></rss>