Projects
AI/MLCase Study
Headstarter RAG Systems
Five AI retrieval projects for live users
July 2025 – September 2025
PineconeGemini APIRAGEmbeddingsPython
Problem
Product questions and documents needed retrieval that keyword search could not cover well.
Approach
Built five AI projects around embeddings, Pinecone, Gemini, and RAG APIs, then tuned features from observed usage.
Outcome
Semantic search and retrieval features reached 500+ users during the fellowship.
- Built 5 AI projects using Pinecone, Gemini API, embeddings, and RAG API for semantic search and retrieval
- Analyzed user and project data to optimize AI features, supporting 500+ users and reach
Related experience: Software Engineering Fellow · Headstarter AI