From the Oxford LLMs intensive

Beyond the fundamentals.

Go deeper with researchers working on language models. Each lecture brings together guided notes and original materials, with links back to the core course.

Tatiana Shavrina

2026 intensive · Video + lecture notes

LLM Agents and Evaluation

From human preference to HealthBench and scientific research agents: learn what benchmark results measure, which failures they hide, and what makes an evaluation credible.

Explore the lecture

Build the foundations with the five-module course, or browse materials from every summer school.