Selected Works

A gallery of my digital architecture, machine learning experiments, and high-performance systems.

AI News Knowledge Base
Case Study 01

AI News Knowledge Base

A hybrid local-first knowledge base combining an LLM Wiki pattern with Qdrant sparse vector search (TF-IDF) for fast semantic retrieval.

Python
Qdrant
Vector DB
Knowledge Graph
Explore System
AI Saber Pro Assistant
Case Study 02

AI Saber Pro Assistant

Production-ready RAG system designed to answer complex queries about the Colombian state exam using official sources, featuring a custom evaluation pipeline.

Python
FastAPI
RAG
ChromaDB
Gemini
Explore System
GuayaByte
Case Study 03

GuayaByte

A High-Performance Rust Rewrite for Automated Community Management, achieving a 60x performance increase.

Rust
Tokio
Discord
Docker
Performance
Explore System
NameGen
Case Study 04

NameGen

A From-Scratch GPT Implementation in Rust with a custom scalar autograd engine and transformer architecture.

Rust
AI
Deep Learning
Systems
Transformer
Explore System
Sky Aviation Analytics
Case Study 05

Sky Aviation Analytics

Production-grade data pipeline and interactive analytics dashboard for Sky Aviation Club, using DuckDB and Parquet.

Python
Data Engineering
DuckDB
Parquet
Pipeline
Explore System