Isaac's projects: RAG systems, LLM assistants, machine learning experiments, and high-performance data architectures.
A hybrid local-first knowledge base combining an LLM Wiki pattern with Qdrant sparse vector search (TF-IDF) for fast semantic retrieval.
Production-ready RAG system designed to answer complex queries about the Colombian state exam using official sources, featuring a custom evaluation pipeline.
A High-Performance Rust Rewrite for Automated Community Management, achieving a 60x performance increase.
A From-Scratch GPT Implementation in Rust with a custom scalar autograd engine and transformer architecture.
Production-grade data pipeline and interactive analytics dashboard for Sky Aviation Club, using DuckDB and Parquet.
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