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Prompt Engineering for Workflows Lab

A dedicated learning track for professionals who need prompts that survive real handoffs — not one-off demos. Three pillars structure every cohort in this track: skills mapping, tool stack clarity, and milestone-based review.

1 — Skills map for Prompt Engineering for Workflows

Foundation

◆ Prompt structure & variables
◆ Output evaluation basics
◆ Workflow diagram literacy

Applied

◆ Multi-step chains & branching
◆ Human-in-the-loop gates
◆ Error logging patterns

Advanced

◆ RAG wrapper design
◆ Observability for handoffs
◆ Team playbook authoring

[ Input ] → [ Parse & validate ] → [ Prompt chain ]
                              ↓
                    [ Evaluation rubric ]
                              ↓
              Pass → [ Handoff / automation ]  Fail → [ Human review ]

2 — Tools and workflow stack

Orchestration

Sandbox connectors, webhook triggers, approval gates

Prompt layer

Template libraries, versioned specs, evaluation harness

Knowledge

Chunking labs, embedding comparison worksheets, citation wrappers

Collaboration

Notion/Markdown playbooks, Mermaid diagrams, peer review forms

Server rack corridor with cool blue lighting suggesting secure infrastructure

3 — Practice milestones and review checkpoints

Week 1–2

Workflow map + evaluation rubric draft

Mentor async review — structure only

Week 3–4

Two-step prompt chain in sandbox

Live office hour — debugging session

Week 5

Peer critique circle

Facilitated feedback, no grades

Week 6

Capstone with handoff documentation

Written + video mentor feedback

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