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3 results for “conversational data”
Architecting Conversational Data Systems for Stateless LLM APIs: The Hydration Proxy Pattern
A new architectural pattern called the Hydration Proxy Pattern is proposed to solve the conversational state management problem caused by the stateless design of LLM APIs in enterprise systems.
Sep 3, 2026
Large-Scale ChatBot Validation Through Customer Digital Twin Simulations
Researchers introduced a synthetic customer agent (SCA) methodology and validation framework for LLM-based chatbots in banking, using real transactional and conversational data to simulate diverse customer behaviors and support regulatory compliance.
Jul 30, 2026
TRACE: State-Aware Query Processing over Temporal Evidence Graphs for Conversational Data
Researchers propose a new framework for querying conversational data in AI agents.
Published Jul 2, 2026 · Analyzed Jul 5, 2026