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 2 — Agentic Systems/Agentic Workflow Systems
OverviewESDS CourseAll Programs

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Overview & Objectives

Prerequisite: Week 1 plus scientific programming experience. From DL fundamentals to validating open-source models.

On this page

    Agentic Workflow Systems

    Days 4–5

    The end of Week 2 brings the pieces together into a full agentic workflow system — and the operational concerns that make such a system safe to run.

    From an agent to a system

    • Composing loops, skills, and tools into a workflow that does real work.
    • Connecting the workflow to data so it operates on real inputs.

    Operating safely

    • Human in the loop: where to require approval and how to design the hand-off.
    • Monitoring and observability: seeing what the system is doing, in real time and after the fact.
    • Guardrails: constraining what the system can do, and catching it when it strays.
    • Costs: understanding and controlling what a workflow spends.
    • Autonomy: choosing where to run autonomously vs. semi-autonomously.
    • Memory: what the system should remember, and for how long.

    Validate, monitor, launch

    • Validating that the workflow does what it should before trusting it.
    • Launching it for yourself and for others, responsibly.

    Outcomes

    By the end of Week 2 you should be able to build an agentic workflow, connect it to data, and validate, monitor, and launch it — for yourself and for others — with appropriate human oversight and guardrails.