Work
Case studies show how each system was tested and where it falls short. Every figure comes with the data it was measured on, or a Private work label.
5 items, tagged LLM
Case studies
Public code
Production AI Reference Template
A FastAPI reference for multi-tenant LLM workflows, where tenant scope comes from the login and the agent loop is bounded.
- AI engineering
- LLM
- Retrieval
- Security
49tests passing in CIcommit 3b800c1; external services mockedEvidence for tests passing in CI: CI run at 3b800c1 (tests, coverage, Ruff, mypy, Bandit) (opens in new tab)
Other projects
Machine Learning Systems Reference MCP Server
A read-only FastMCP server that makes an adapted open ML systems textbook searchable from AI assistants, with CI on Ubuntu and Windows.
- AI engineering
- Retrieval
- LLM
Deep Research Agent
An iterative web-research agent with workspace-isolated notes, document ingestion and exportable reports.
- AI engineering
- LLM
- Retrieval
TundoTech Systems Website and Assistant
A full-stack Next.js company site with a chat assistant that answers only from the company's own service and product content.
- Web
- LLM
- Retrieval
- AI engineering
2026Private workRequest a walkthroughLive app (opens in new tab)
Structured LLM Sentiment Analysis with DSPy
Structured sentiment analysis and a multi-turn dialogue agent built with DSPy, with experiments tracked in MLflow.
- LLM
- Evaluation