Alibaba's SPAR Agent Lifts 1688 Merchant Conversion in 200,000-Merchant A/B Test
The attribution step is the detail most agent memory setups skip: it separates lessons worth saving from noise caused by market conditions. The paper (arXiv:2611.01695) offers a template for anyone building agents that learn from production outcomes rather than offline evals. Teams running sales, support or growth agents can adopt the two-loop design without touching model weights.
