Xavier Amatriain 3/15/2026

Beyond the Bot: Building a Multi-Agent Recomender for Actionable Intelligence

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The article details the creation of 'Recommend Flow,' a multi-agent AI architecture for generating actionable intelligence. It explains using an orchestrator (OpenClaw) with a separate 'preference proxy' agent (Xavibot) for deep personalization, local execution via browser automation, and storing agent memories as plain text files for transparency and security.

Beyond the Bot: Building a Multi-Agent Recomender for Actionable Intelligence

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