Summaries AI agent

AI
Research
Learning
Automated LaTeX/PDF workflow for concise math and stats fundamentals in quant finance, with MCP-enabled paper discovery.
Published

February 19, 2025

Overview

Summaries AI agent is an open source workflow I built for my own learning to get short, high signal fundamental summaries in maths and statistics used in quantitative finance, in a replicable LaTeX and PDF format. It enforces a fixed template, writes intuition-first explanations with a key results map, then compiles the PDF and cleans LaTeX artifacts so outputs stay consistent across topics. It can also plug into MCP servers for paper discovery and metadata from sources like arXiv, Crossref, and Semantic Scholar, with a web search fallback when MCP is unavailable. Open sourced it, I think it’s pretty cool and useful.