Chapter 4 · Lesson 1
Break Complex Work Into Stages
Replace one oversized request with a sequence whose outputs can be inspected.
You ask AI to research, decide, write, and polish a deliverable in one message, then struggle to see where it went wrong.
Separate different kinds of thinking
Research, extraction, analysis, planning, drafting, and editing have different success criteria. Splitting them into stages lets you check the evidence before it shapes the argument and check the argument before time is spent polishing it.
Define the hand-off between stages
Each stage should produce a clear artifact for the next one: a source table, decision brief, outline, draft, or verification list. Explicit hand-offs prevent important context from disappearing between prompts or tools.
Pause where errors become expensive
Add a human checkpoint before a questionable source becomes a recommendation, before a recommendation becomes customer-facing copy, or before generated code reaches production. Review effort should concentrate where mistakes would spread.
Build the mental model
A reliable workflow has named stages, visible artifacts, and checks before errors become expensive.
Give every stage a contract
Define its input, transformation, output, and acceptance check. The next stage should receive an artifact, not a vague claim that the previous step is complete.
Keep evidence attached
Carry source references from extraction into analysis and drafting. If traceability disappears at a hand-off, later reviewers cannot distinguish supported claims from fluent additions.
A research report currently moves from a broad question directly to a finished draft.
Research this market, identify the opportunities, and write a persuasive recommendation.
Stage 1: collect approved sources and record date/owner. Stage 2: extract claims with source quotes. Human gate: remove unsupported or outdated claims. Stage 3: group evidence into opportunities and counter-evidence. Stage 4: draft from the approved table. Final gate: verify every material claim and recommendation.
Each stage creates a reviewable artifact, and the human gates sit before unsupported evidence can shape the recommendation or publication.
How much staging is enough
Split work when stages have different evidence, tools, owners, or failure costs. Do not fragment a simple low-risk task into ceremony.
Start manually. Once the stages and checks work consistently, automate only the stable hand-offs and keep visibility into intermediate artifacts.
Map a four-stage workflow
Choose a recurring task. Name each stage’s input, output, acceptance check, and next owner.
Stage: [...] Input: [...] Transformation: [...] Output: [...] Accept when: [...] Next owner: [...]multiple choice
Which sequence makes a research brief easiest to review?
Choose the answer that best fits the principle from this lesson.
A good workflow creates reviewable artifacts between different kinds of work.