Decompose complex work
Split multi-step work into observable stages with review points.
AI and Machine Learning with Google Cloud
From Google Cloud. Watch here or open it on YouTube .
Observe how the video builds from basic prompting to iterative work. Turn that progression into visible checkpoints rather than one long conversation.What this lesson is really solving.
Complex work becomes easier to verify when split into stages with artifacts between them. Plan, retrieve, extract, transform, critique, and finalize separately when errors in one stage could contaminate the rest. Preserve a human checkpoint before consequential action.
Understand the idea before touching the steps.
Reliable workflows are pipelines: inspect, plan, draft, test, revise, approve.
Follow these steps in order.
Take the action in each step; then use the deliverable below to prove the lesson is finished.
- 1
Map the current human process and mark decisions, dependencies, source inputs, and quality checks.
- 2
Assign AI only the stages it can perform or assist, keeping sensitive approvals explicit.
- 3
Use structured handoffs—tables, JSON, checklists, or labeled sections—between stages.
- 4
Pause after research or planning to correct direction before generating an expensive final artifact.
See the standard in context.
For a policy brief, the operator first defines questions, then gathers approved sources, extracts claims into a table, drafts an outline, writes sections, verifies every citation, and finally edits tone. A single 'write the brief' request would hide missing evidence.
Inspect before you move on.
- Each stage has an input, output, and acceptance test.
- Source retrieval is separated from synthesis.
- A failure at one stage can be corrected without rerunning or trusting the entire chain.
Your deliverable
A six-stage workflow map with human and AI ownership labeled at every step.
Watch for this
Requesting research, strategy, production, and verification in one giant prompt with no review boundary.
Prove it—don’t just recognize it.
You can inspect and replace any stage without rebuilding the entire workflow.
Quick knowledge check
Answer from the lesson—not from confidence alone. Score at least 2 of 3 to unlock completion.
This curriculum-aligned check is scored automatically and stored with your account when signed in. It is an objective learning signal, but it has not yet been independently validated as a standardized assessment.
Tools, templates, and references
Pass the knowledge check above first.
Completion unlocks after a score of 2 out of 3. Then confirm that you produced the lesson deliverable.
Go to the knowledge check