Sudeep Das

Stop guessing how to improve your multi-agent shopping assistant: this paper offers a practical blueprint, evaluation rubric, and prompt optimization strategies (Sub-agent GEPA and MAMuT GEPA) for production-scale systems.

Achieve statistically significant gains in e-commerce search relevance and business impact by explicitly modeling graded relevance levels during contrastive embedding training.