LinkedIn's Self-Evolving Support Agent Boosts Routing Accuracy by 30%+

davemccollough · x · 2026-08-13

The post shares an article on LinkedIn's self-evolving agentic customer support system. In a two-week A/B test on production traffic, the system increased QA self-service by 9.0 percentage points, cancellation self-service by 4.8 points, and routing accuracy by 30.6 points. The authors also report lower hallucination and better response completeness in offline testing compared to vanilla RAG and baseline agents.

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