AI Research Agent: 100+ ML Papers → One Personalized Research Report

Reddit r/ArtificialInteligence Tools

Summary

An open-source AI agent that automates the discovery, filtering, and ranking of ML research papers based on user interests, generating personalized reports to streamline the research process.

So I like keeping up with ML research by reading papers as they come out. Cool in theory, except... there are a lot of them. At some point it stops being fun and just becomes a filtering problem — which ones are actually relevant to me, have I seen this one already, is this worth my Sunday afternoon or not. That annoyance is basically the origin story of the Research Intelligence System, an AI agent that does the boring part of research for you. You set up a research profile (your interests, basically), and the agent goes off and searches for new papers from places like arXiv and Hugging Face Papers, checks if it already processed a paper before (no duplicates), ranks everything against your profile, and picks the best matches. Then it analyzes each one and spits out a full report ,in English and Portuguese. split into four sections: Overview, Recommended Papers, Comparison, and Points for Further Study. Each paper gets a summary hitting its main points, just enough for you to decide "yeah I wanna dig into this one" or "nah, next." To be clear, the goal isn't to replace actually reading the papers. It's just handling the repetitive discovery/filtering/ranking grind so you spend your actual reading time on stuff that matters to you. I also really wanted this to run on its own without me babysitting it, so there's a scheduler baked in ,set it to run every Sunday (or whenever) and it just... does its thing. Searches, ranks, generates the report. No clicking required. For this first version I kept it intentionally bare-bones: run info prints straight to the terminal, report comes out as a Markdown file. No dashboard, no extra UI on top. Wanted the core pipeline solid before adding any of that. It's open source, README walks through setup start to finish — pretty quick to get running. If you try it and have ideas for improvements, open an issue. It's open source so hey, it's kinda yours too now lol. GitHub: https://github.com/MarcosSete/research-agent-2 #AI #MachineLearning #AgenticAI #AIResearch #LLM #DeepLearning #OpenSource #Python #Research
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