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Enables AI assistants to query per-pattern log cost attribution, investigate cost spikes and incidents, and surface savings opportunities in plain English. It exposes the 10x platform's tools for log analysis, savings estimation, pattern mitigation, and event retrieval, with read-only demo mode available without an API key.