If you build on the Upfyn API, the AI Fluency programme covers the thinking behind each feature. This table maps the two.
| To use this well | Learn it in |
|---|---|
| Structured outputs and prompts | Month 1 — AI Prompt Engineering |
| Tool calling | Month 2 — API Wrappers, Tools, MCP |
| MCP and the manifest | Month 2 — API Wrappers, Tools, MCP |
| Sessions and memory | Month 2 — Agent Memory |
| The tool loop | Month 3 — Multi-step Reasoning |
See the whole syllabus on the AI Fluency page.