Airbnb disclosed the design of Insight Miner, an internal "agent harness" that encodes scientific methodology — extract, embed, cluster — into infrastructure governing how AI agents frame questions, select evidence, and record decisions1. The system incorporates prompt tuning, hard-example mining, and contrastive labeling, and reduced investigations that previously took months to a matter of days as Airbnb expanded its community support AI assistant to new languages and countries. A year after deployment, dozens of teams across Airbnb use Insight Miner for hundreds of investigation types, with more users outside technical roles than within them.
Airbnb Details Agent Harness That Cuts Unstructured-Data Investigations from Months to Days
Airbnb disclosed Insight Miner, an agent harness encoding scientific methodology into AI infrastructure, reducing unstructured-data investigations from…