DecodedPapers

I am Mayer Antoine, DecodedPapers is my personal blog where I share insights on Artificial Intelligence, Machine Learning papers and books. As an artificial intelligence and machine learning practitioner, I document how I reproduce these works, customize them, and adapt their approaches to solve various problems using common AI/ML tools and frameworks. Through tutorials and proof of concepts, I offer my experiments and ideas as learning resources for others.

Recent Posts

• Build Your Own AI Literature Review Tool :A Step-by-Step Guide Using RAG and LLM Debate Ranking

  26 Oct, 2025

  Learn how to build a cost-effective AI tool that synthesizes hundreds of research papers using RAG, debate-style ranking, based on the LitLLM research paper.

• Evaluating Agentic RAG Systems - A Practical Guide with PubMedQA

  13 Oct, 2025

  Evaluate search-gather-respond agentic RAG workflow on the PubMedQA dataset using RAGAS evaluation metrics to measure performance across multiple dimensions.

• Evidence-First AI - Implementing Agentic RAG with OpenAI Agents SDK

  Updated: 4 Oct, 2025

  From Paper to Practice - Reproducing Agentic RAG with OpenAI's Agent SDK.