Ibrahim H. El-Shal Applied Data Scientist
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AGENTIC AI · RESEARCH 2025

Strategic LLM Agent with RAG & Minimax

Status
Completed
PythonLLMsRAGMinimaxAgentic AI

Context

Explored how LLM-based agents can operate in a competitive environment where decisions depend on incomplete information, changing state, and strategic look-ahead.

What I Built

Built and experimented with a competitive LLM-based agent combining retrieval-augmented context with minimax-style strategic reasoning.

Why It Matters

The project provided a practical environment for studying how language-model reasoning can be combined with classical search and decision-making techniques.