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Nov 6, 2026 · Operations

Building Production-Ready Ops Agents: 10 Principles, Two Architectures & Memory Design

This article analyzes 10 production-verified ops agent systems (2024-2026), distills 10 architectural principles, compares MCP direct-connection vs UModel semantic-layer architectures, details ReAct loop boundaries with LangGraph implementation, and proposes a three-layer memory architecture combining Markdown runbooks with vector databases for scalable SRE automation.