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Q2 2026 Agent Framework Landscape

Clean single-terminal agent pipeline: input, agent, output

Start simple — one agent, one jobCommunity editorial art

What happened: Agent frameworks consolidated around two patterns — graph-based orchestration (LangGraph, Temporal-style workflows) and MCP-native tool routing (Open WebUI, Claude Desktop, custom runners). The hype cycle peaked; production teams are picking one abstraction and deleting the rest.

Why it matters: Most failed agent pilots didn't fail on model quality. They failed on observability, retry semantics, and tool permission boundaries. The winners in Q2 shipped boring infrastructure first.

2Dominant orchestration patterns


Originally published on ayraix.com, practical AI for enterprise builders.

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