Manuel Ernesto ⚡️
Current Projects
IvyLine Search

IvyLine Search
ACTIVE

Full-stack web app democratizing college advice with semantic search for 200+ opportunities. Scaled to 500 users in 5 days with 100K LinkedIn impressions. Built with Grok 3, Xenova embeddings, and Vercel.

Transformer in Rust

Transformer in Rust
NEW

Developing a transformer model in Rust from scratch. Created data pipeline and processing for pretraining. Focus on understanding low-level implementation details.

Hackathon Projects
SafeRoute (HackHarvard)

SafeRoute (HackHarvard)

Chrome extension analyzing route safety using TensorFlow-based ML backend. Combines live-time and historical data for safety analysis rather than speed optimization.

NewsAI (Anthropic Hackathon)

NewsAI (Anthropic Hackathon)

Next.js app analyzing news bias and surfacing balanced perspectives. Built user interface and backend to identify source disagreement using NLP methods.

Quantum Sensing Agent

Quantum Sensing Agent

Collaborated with Harvard PhDs to develop memory layers for quantum sensing automation. Exploring ML applications in quantum computing research.

Educational & Research Projects
Neural Network From Scratch

Neural Network From Scratch

Trained Neural Network from scratch using basic Python packages for data management. Built to understand fundamental ML concepts without high-level frameworks.

Roman Economics Research Paper

Roman Economics Research Paper

Authored regression analysis of inflation vs. soldier pay in Late Antiquity. Featured by the National Committee for Latin and Greek.

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