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/Working with Claude & Claude Cowork
OverviewESDS CourseAll Programs

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Claude Code at Scale

Days 3–5: from the basics of Claude Code to parallel instances with remote MCP, including cross-language codebase conversion.

On this page

    Working with Claude & Claude Cowork

    Days 1–2 · no prerequisites

    With a working mental model in hand, we turn to using Claude and Claude Cowork for everyday research and scientific work.

    Core use cases

    • Research: gathering, summarizing, and synthesizing large amounts of information quickly.
    • Reporting: drafting and refining project reports in collaboration with Claude Cowork.
    • Brainstorming: exploring options, framings, and approaches.
    • Red-teaming: stress-testing your own ideas, code, and writing.
    • Admin: handling the routine tasks that otherwise eat into research time.

    Skills and context engineering

    • An introduction to skills — reusable, packaged capabilities you can invoke.
    • Context-engineering strategies: how to give the model the right information, in the right form, at the right time.
    • Practical habits for keeping a long-running collaboration on track.

    Maintaining scientific standards

    Using these tools well means validating their output. We practice:

    • Checking claims against sources rather than trusting fluent prose.
    • Keeping a human in the loop where scientific quality matters.
    • Recognizing the personal and scientific risks of over-delegating.

    Outcomes

    You should leave able to generate a project report in collaboration with Claude Cowork, and to use Claude across research, reporting, brainstorming, red-teaming, and admin while keeping quality high.