AINAjust now
Step 1 · Why this matters

After this lesson you will be able to take any complex ask and break it into 3–6 ordered steps the AI can execute one at a time, with handoff conditions you'd notice if they failed.

60-90 sec explainer slot
Workflow Decomposition (foundational)

Big prompts produce shallow thinking.

Show me the concept in text instead

When you hand the AI a monolithic task ("plan our Q3 campaign"), it compresses six distinct subtasks into bullet points and you get something plausible but shallow. The cognitive move is to see the *seams* in the task before you prompt — what are the natural breakpoints, what depends on what, and where would you yourself stop to check the output before continuing. A decomposed task gives the AI room to think hard about one thing at a time, and gives you room to verify each step before the next builds on it.

When you hand the AI a monolithic task ("plan our Q3 campaign"), it compresses six distinct subtasks into bullet points and you get something plausible but shallow. The cognitive move is to see the *seams* in the task before you prompt — what are the natural breakpoints, what depends on what, and where would you yourself stop to check the output before continuing. A decomposed task gives the AI room to think hard about one thing at a time, and gives you room to verify each step before the next builds on it.

Workplace use case
Use whenever a request involves more than one audience, more than one output type, or a step that depends on the previous step being right.
Common mistakes
  • Treating decomposition as "ask the AI to break it down" — that's recursion, not decomposition
  • Breaking down trivial tasks that fit in one prompt (overhead exceeds benefit)
  • Skipping dependency analysis — running step 3 before step 2 has been verified
AINA
Step 2 · The mechanism

Big prompts produce shallow thinking.

Break it into 3–6 ordered steps. For each: what's the input, output, and how you'd verify…
Step IdentificationOrderDependencyIndependenceStopping Criterion
Step Identification

3–6 discrete steps, each with named output

Order

Sequence reflects real dependencies

Dependency

Dependencies explicit and verifiable

Independence

Parallel steps marked, sequential ones justified

Stopping Criterion

Whole sequence has a defined "done" state

AINA
Step 3 · Practice attempt

Now you try. Rewrite the vague version using this capability, then I will score the attempt against the lesson rubric.

The vague version
"Build out our customer feedback program — surveys, NPS, support ticket analysis, executive readout, action items, and a comms plan to the team about what we changed."

Type your rewrite below. Hints are free when you need them.

AINA is ready when you are.
Enter sendShift+Enter new lineAttempts: 0