Subramanian | Vedha

Qualitatively, team members reported improved cross-functional communication between procurement and warehousing.

Subramanian’s work highlights a broader tension: optimization for efficiency vs. resilience. While costs dropped, the model initially struggled with sudden demand shocks (e.g., [example event]). Subramanian addressed this by adding a manual override threshold, suggesting that hybrid human-AI systems remain essential. vedha subramanian

To draft a meaningful paper, I need to make a reasonable assumption. (e.g., a case study, a student assignment, or a fictional profile). a case study