Part four · advanced prompting

Chains, panels & the re-prompt library

Four techniques that separate a good session from a great one — plus 15 surgical commands that fix an AI draft instead of starting over.

THE ADVANCED AI PLAYBOOK · 04

By now you have a system. This lesson sharpens the single skill it all runs on: prompting well. Not longer prompts — smarter ones. Four techniques, then the library you'll reach for most: fifteen re-prompts that surgically fix a draft without throwing it away.

1 · Prompt chaining

The output of one prompt becomes the input of the next. Instead of asking for everything at once, you build in stages — each step better because it stands on a finished one. Here's the three-step launch-copy chain, run in one session:

Chain · step 1 of 3 · positioning

Using my Context Pack, help me position [product] before we write a word of copy. Give me: the core promise in one sentence, the top 3 buyer objections, and the single strongest angle. Don't write sales copy yet — just the strategy. Ask me anything you need first.

Chain · step 2 of 3 · the page

Using the positioning above, draft the sales page: headline (3 options), opening, what's inside, who it's for / isn't, FAQ answering those 3 objections, and a close. My voice from the Context Pack. Concrete over clever. No hype.

Chain · step 3 of 3 · the splinters

From the finished sales page, write the launch assets: 1 announcement email, 3 social captions, and 5 pin ideas — all pulling the same promise and angle. Keep it consistent with the page. Flag anything that repeats.

2 · Role panels

Ask AI to answer as several distinct experts, then synthesize. You get pushback and blind spots a single voice would smooth over.

Technique · role panel

Review my [plan / draft / offer] as three advisors, each in turn: 1) a sharp CFO (is this worth the money and time?), 2) a brand strategist (does this build or dilute my brand?), 3) a skeptical customer (why wouldn't I buy?). Give each one's honest take, then synthesize into 3 changes I should actually make.

3 · Rubric-first generation

Make AI write the quality bar before the draft — then grade its own work against it. You get output that meets a standard instead of output that merely exists.

Technique · rubric-first

Before you write [the thing], list the 5 criteria that would make it excellent for my audience (from my Context Pack). Then write it. Then score your draft against each criterion 1–5 and revise anything under 4. Show me the final only, with a one-line note on what you improved.

4 · The re-prompt library

Most drafts don't need redoing — they need one precise cut. These are the fifteen commands to reach for, grouped by what they fix. Open a category, copy the line, paste it after any draft. (Each is a full instruction on its own.)

A Tighten & cut4 commands · when it's bloated
01

Tighten this by 30% without losing the warmth or any real point.

02

Cut every hedge, throat-clear, and "in today's world" opener. Start on the point.

03

Make it half as long and keep only the strongest line from each paragraph.

04

Remove anything a thousand other posts would also say. Keep only what's mine.

B Concrete & vivid3 commands · when it's vague
05

Swap the abstractions for concrete images and specific examples.

06

Add exactly one specific, sensory detail to each paragraph — nothing invented.

07

Replace the adjectives with examples that show the same thing.

C Tone & voice3 commands · when it sounds off
08

Raise the reading ease — simpler words, shorter sentences — but keep the authority.

09

Make it warmer without getting soft or losing the point.

10

Match this more closely to my Context Pack voice — read the sample again first.

D Structure & clarity3 commands · when it's hard to follow
11

Lead with the conclusion, then support it. Put the payoff first.

12

Make this scannable — one idea per paragraph — without dumbing it down.

13

Strengthen the opening line so it earns the second sentence.

E Sharpen the point2 commands · when it's safe & flat
14

Make the argument braver — take a clearer stance and stop hedging.

15

End on a line that lands, not a summary. Cut the "in conclusion" wrap-up.

Context discipline

More context isn't always better — the wrong context poisons output. Knowing what to include, what to leave out, and when to start fresh is its own skill.

IncludeLeave outStart fresh when
Your Context Pack, the exact goal, real examples, the format you want.Old abandoned drafts, contradictory instructions, tangents you already rejected.The thread is tangled, it keeps repeating a mistake, or you've pivoted the goal.
The tell

When AI keeps making the same wrong move no matter how you re-prompt, the context is poisoned — it's anchored on something earlier in the thread. Don't fight it. Open a fresh chat, reload the Context Pack, and paste only the current draft. A clean slate beats a long argument.

Do this now · 15 minutes
  1. Take a flat draft you already have and fire three re-prompts at it in sequence — a Tighten, a Concrete, a Sharpen.
  2. Run the role-panel prompt on a real decision you're weighing. Note which advisor said what you didn't want to hear.
  3. Save the re-prompt library where you write. It's the tool you'll use daily.
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