Research theme
Agentic AI & multi-agent systems
Goal interpretation, specialized agents, prompt chaining, routing, and orchestration.
Related QIAIP architectureResearch
Intelligence is a systems question.
Exploring how models, tools, data, and people cooperate in real-world environments.
Research agenda
Questions guiding the work.
Research theme
Retrieval & tool calling
Multi-agent RAG, database queries, document retrieval, and permission-aware tool use.
Related QIAIP architectureResearch theme
Evaluation & human oversight
Evaluation agents, traceable outputs, human-in-the-loop decisions, AI ethics, and guardrails.
Related QIAIP architectureResearch theme
Enterprise AI architecture
Intelligent workflows, predictive maintenance research, integrations, and AI infrastructure.
Related QIAIP architectureHuman-centered AI
Useful, understandable, accountable.
Human-in-the-loop review, ethics, and accessible communication shape the research direction. FamilyConnect AI explores translation in education communication; Sign For A Change explores civic participation.
Related public-interest projectsMethod
From hypothesis to evidence.
Define a scenario, choose a baseline, inspect retrieval and tool behavior, and evaluate the outcome. QIAIP provides enterprise research scenarios for studying these patterns. These are research directions, not claims of validated performance.
Explore the capstone