CARE: Grounded Recursive Self-Improvement for Production Customer-Service Agents
Deployment: seven regions (Saudi Arabia, Brazil, Hong Kong and four Gulf states), several languages; tasks include missing items, delays, refunds and handoff to staff.
6.42% to 1.97%offline inspection Bad Case rate of the in-house 31B model over five iterations; incumbent GPT-5.4 at 4.60%