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EdgeAdvisor

Project Overview

EdgeAdvisor is a decision-support system that combines deterministic domain evaluation with LLM-based reasoning to produce interpretable, context-aware recommendations. The project uses Texas Hold’em poker as a constrained testbed for exploring how agents can reason over structured state and quantitative signals rather than relying on free-form text generation.


The system maintains a fully structured representation of the game state, computes objective hand strength and outcome distributions using deterministic tools, and then passes this enriched context to an LLM acting as a strategy advisor. Rather than outputting raw actions, the agent focuses on explanation—articulating why a given decision is recommended under the current conditions.


This project demonstrates a general pattern for building human-in-the-loop decision agents that combine reliable computation with transparent reasoning, applicable far beyond the poker domain.

Technical Overview

The full write-up details the structured game-state model, deterministic evaluation tools, LLM reasoning strategy, and interactive web interface used to deliver explainable recommendations. 

View Full Write-Up

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