Getting Started

  • Welcome & Overview
  • Logistics & Format
  • Prerequisites
  • Project Component

Week 1 — Agentic Cowork Tools

  • Overview & Objectives
  • How LLMs & Agents Work
  • Working with Claude & Claude Cowork
  • Claude Code at Scale

Week 2 — Agentic Systems

  • Overview & Objectives
  • REACT Loops & Harnesses
  • Building Good Skills
  • Agentic Workflow Systems

Week 3 — Deep Learning

  • Overview & Objectives
  • DL Architectures & Training
  • Open-Source Models & Evaluation
ESDS Advanced/Week 1 — Agentic Cowork Tools/Overview & Objectives
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How LLMs & Agents Work

Days 1–2: a working mental model of large language models, context, and what makes a system "agentic."

On this page

    Week 1 — Agentic Cowork Tools

    Week 1 is open to everyone. It builds a working understanding of how large language models and agents behave, then puts that understanding to work with Claude, Claude Cowork, and Claude Code.

    Objectives

    By the end of the week you should be able to:

    • Explain, at a working level, how LLMs and agents operate.
    • Use Claude and Claude Cowork for research, reporting, brainstorming, red-teaming, and admin tasks.
    • Apply context-engineering strategies and use skills effectively.
    • Use Claude Code for scientific programming, from the basics through to running parallel instances with remote MCP.
    • Use Claude Code's built-in skill for converting codebases across languages.

    The week at a glance

    • Days 1–2 (no prerequisites): how LLMs and agents work; using Claude and Claude Cowork for research, reporting, brainstorming, red-teaming, and admin; an introduction to skills and context engineering.
    • Days 3–5 (scientific programming interest and ability): Claude Code, from the basics to effectively running parallel instances with remote MCP — with a highlight on converting codebases across languages.

    How this feeds your project

    The cowork skills from this week are how your team will research, synthesize, and report throughout the course. The Claude Code skills are how you'll do the actual scientific development for your project.