Course Schedule

Fall 2026, running from September 1 through December 8, 2026. Classes meet twice a week, on Tuesdays and Fridays. Each week corresponds to a chapter (or pair of chapters) of the course textbook, Agentic Large Language Models. Winter break follows the December 8 session.

Exact times and rooms: This page is a topic and deadline guide, not the authoritative timetable. For the definitive class times, rooms, and any last-minute changes, check Brightspace and rooster.universiteitleiden.nl.

The chapter groupings for weeks 5–7 (Reasoning & Agents) reflect how the teaching team compresses Parts II and III of the book into three lectures; the exact week-by-week split within that block may shift slightly as the course is finalized.

Click a group below to see its weekly topics and assignment dates. For the book chapters behind each topic, see the Syllabus.

Sep 1
Introduction
What is an agentic LLM? The reason/act/interact taxonomy and the "harness" concept.
Sep 8
Language Modeling I
Tokenization, embeddings, attention, the transformer architecture. Assignment 1 starts (Building LLMs from Scratch).
Sep 15
Language Modeling II
The training pipeline — data, pretraining, finetuning, preference tuning, inference, benchmarks.
Sep 22
Language Modeling III
Scaling laws, small/distilled models, sustainability.
Sep 29
Reasoning & Agents I
Chain-of-thought, self-reflection, reinforcement learning with verifiable rewards. Assignment 1 due · Assignment 2 starts (BALROG).
Oct 6
Reasoning & Agents II
Vision, action and world models; agentic interaction styles. Assignment 1 retake.
Oct 13
Reasoning & Agents III
Metalearning and agentic memory architectures.
Oct 20
Tools & Assistants I
Toolchains, the ReAct loop, the Model Context Protocol (MCP). Assignment 2 due · Assignment 3 starts (Multi-Agent Diagnosis).
Oct 27
Tools & Assistants II
Retrieval-augmented generation, Self-RAG, evaluation metrics. Assignment 2 retake.
Nov 3
Tools & Assistants III
Real-world assistants — shopping, medical, financial, scientific, coding.
Nov 10
Behavior & Cognition I
Machine behavior, social competencies, Theory of Mind. Assignment 3 due · Assignment 4 starts (Simulating Societies).
Nov 17
Behavior & Cognition II
Role-based multi-agent collaboration and coordination. Assignment 3 retake.
Nov 24
Behavior & Cognition III
Emergent behavior — cooperation, norms, collective intelligence.
Dec 1
Evaluation & Outlook
Course wrap-up and future directions for agentic LLMs. Assignment 4 due.
Dec 8
Retake Week
Assignment 4 retake. No new lecture; winter break follows.

Assignments at a Glance

Assignment Case Study Book Chapter Starts Due Retake
1 Building LLMs from Scratch Ch. 5 Sep 8 Sep 29 Oct 6
2 BALROG: Reasoning & Reflection Ch. 10 Sep 29 Oct 20 Oct 27
3 Multi-Agent Diagnosis Framework Ch. 14 Oct 20 Nov 10 Nov 17
4 Simulating Societies with LLM Agents Ch. 18 Nov 10 Dec 1 Dec 8

Note: This schedule may be adjusted based on class progress and guest-speaker availability. Any changes will be announced in advance.


Last updated: July 2026