Journal
Notes on building AI systems & software.
Longer-form writing lives on Medium — short reflections on what I'm building and what I'm learning along the way.
AI Practitioner
Read on Medium ↗
RAG · LlamaIndex
Read on Medium ↗
RAG · Streamlit
Read on Medium ↗
Beyond the hype: what I actually learned from AWS SimuLearn
AI tooling changes weekly. Some notes on separating the durable fundamentals from the hype cycle after going through AWS's AI Practitioner track.
Building a PDF question-answering chatbot with LlamaIndex, FAISS, and Gradio
Walking through a document Q&A pipeline — chunking, embedding, and retrieval — wired up to a simple Gradio interface people can actually upload files to.
Building a trustworthy RAG chat application with Streamlit
Notes on grounding a retrieval-augmented chat app in its source material, so answers stay traceable instead of just plausible-sounding.