Unit 4 · AI and Domain Applications — Chapter Map
Use AI to extend the skills from the first three units and apply them in specialist settings. This unit connects AI programming and domain practice through 2026 workshops and 2025 reproducible-environment materials.
| Chapter | Topic | Source anchor | Matrix | Status |
|---|---|---|---|---|
| 4.1 | LLM Programming Basics (ellmer) | llms(2026) 01–11 | F | Published |
| 4.2 | Structured Output and Evaluation | llms(2026) 10/15 | F | Published |
| 4.3 | Agents and Tool Calling | llms(2026) 19–20 | F | Published |
| 4.4 | Engineering Agent Skills | llms(2026) 21–22 | F/A-L3 | Published |
| 4.5 | RAG and MCP | llms(2026) 51–52 | F/B-L3 | Published |
| 4.6 | Data Conversations with shinychat | llms(2026) 24–26 | E-L2 | Published |
| 4.7 | Clinical Reporting (pharmaverse) | pharmaverse(2026) | E-L3 | Published |
| 4.8 | Regulated Environments (GxP) | r-pharma-regulated(2026) + reproducible-environments(2025) | E-L3 | Published |