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Anh Quan Tran

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Inference-Time Agent

An inference-time agent project for FSE476 Final Project, exploring agent-based systems and runtime decision making.

Python
LangChain
OpenAI
AI Agents
Agentic AI
Machine Learning
Research
Multi-Agent Systems
Inference-Time Agent project showcase

An inference-time agent project developed for FSE476 Final Project. This research project explores agent-based systems, runtime decision-making, and intelligent inference mechanisms. The project demonstrates advanced AI concepts and practical implementation of agent architectures.

#Key Features

Agent Architecture

  • Inference-time decision making
  • Runtime adaptation and learning
  • Multi-agent coordination
  • Dynamic task routing

Research Components

  • Agent behavior analysis
  • Performance evaluation metrics
  • Comparative studies with baseline methods
  • Experimental validation

#Technical Highlights

Built with Python using LangChain framework for agent orchestration and OpenAI APIs for LLM integration. Implements advanced agentic AI patterns with inference-time optimization strategies. Features comprehensive research methodology including experimental design, data collection, and result analysis.