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Projects

Things I’m building
to understand what’s next.

Projects are where ideas become systems. Some are live, some are still experiments, and all of them document what I learned by building.

02
AI Engineering Building

RAG Knowledge Assistant

A retrieval-augmented assistant for asking questions across private document collections while exploring chunking, embeddings, retrieval, prompting, and evaluation.

RAG Embeddings Vector Search Evaluation
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03
Research / Experiment Planned

Embedding & Retrieval Experiments

Testing chunking approaches, embedding strategies, similarity search, and retrieval quality across different document types and use cases.

Embeddings Chunking Retrieval Evaluation
04
AI Engineering Planned

Prompt & Agent Experiments

Small focused experiments around prompt patterns, tool use, workflow design, agent behavior, and MCP.

Agents Prompting Tool Use MCP
Still Building

This page will keep changing as the work does.

New experiments, deeper case studies, and lessons learned will appear here as they move from idea to implementation.

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