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cs.AI2026
MAPLE: A Sub-Agent Architecture for Memory, Learning, and Personalization in Agentic AI Systems
Deepak Babu Piskala
Large language model (LLM) agents have emerged as powerful tools for complex tasks, yet their ability to adapt to individual users remains fundamentally limited. We argue this limi…
cs.AI2025
Mind the Goal: Data-Efficient Goal-Oriented Evaluation of Conversational Agents and Chatbots using Teacher Models
Deepak Babu Piskala, Sharlene Chen, Udita Patel +2
Evaluating the quality of multi-turn chatbot interactions remains challenging, as most existing methods assess interactions at the turn level without addressing whether a user's ov…