12 min · Intermediate
From Idea to Publish
Move from idea to a published piece in seven separate prompts, and keep research, a hostile edit, and your own voice pass from collapsing into one mega-prompt.
Learning objectives
- Run IDEA, RESEARCH, OUTLINE, DRAFT, EDIT, HUMANIZE, and PUBLISH as separate prompts.
- Keep facts tied to sources outside the chat whenever a claim could be wrong.
- Finish with a publish checklist: claim, audience, next step, and disclosure when required.
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Why this matters
A single prompt that asks for a finished piece hides weak facts inside smooth paragraphs. Stages let you stop when the research is thin, before you have fallen in love with the prose. The publish checklist keeps claim, audience, next step, and disclosure visible. You still decide what is true.
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Concept
Do not ask for a finished article in one mega-prompt. The pipeline is seven stages, and each stage gets its own prompt: IDEA, RESEARCH, OUTLINE, DRAFT, EDIT, HUMANIZE, PUBLISH. A mega-prompt hides weak research inside pretty prose. Separate prompts let you stop, check, and throw away a stage without losing the rest. Name the stage in the first line of the prompt. Ask for only that stage's output. If the model jumps ahead to a full draft, send it back.
IDEA is a promise to a named reader, not a topic cloud. RESEARCH is where facts enter, and it still needs sources outside the chat when a claim could be wrong. Paste notes or links you trust, and tell Gemini to label anything it did not see there as unverified. OUTLINE comes only after those notes exist. An outline lists claims, the evidence under each claim, and the point you will not make.
DRAFT turns one approved outline into prose and must not add new facts. EDIT is a hostile reader — a pass that looks for soft claims, missing proof, and lines that flatter you. Ask for problems before any rewrite. HUMANIZE — the student's pass for truth and voice — is yours, not a model pass you treat as finished. You add the detail only you know, the opinion you will sign, and the cut that makes the piece shorter.
PUBLISH is a checklist, not a victory lap. State the claim in one sentence. Name the audience who needed it. Give one next step a reader can do without buying anything. If your editor or school requires it, disclose that a model helped draft and that you edited and checked. If nobody requires disclosure, still keep notes on what the model wrote versus what you changed. Filing is the last step, not the first.
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Real-world example
Jonah's night-class piece, stage by stage
Jonah wanted a 700-word piece on how his night-school class takes notes. One mega-prompt produced a smooth essay with a study he could not find. He restarted in stages. IDEA named adult students who work days. RESEARCH used only his three class handouts, and he marked every other claim unverified. OUTLINE held four claims and one point he would not make: that his method beats every other method. DRAFT stayed inside the outline. EDIT, read as a hostile classmate, flagged a line that flattered him. HUMANIZE added the room with the broken clock and cut a soft ending. PUBLISH stated the claim, the audience, a next step, and a disclosure his teacher required.
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Gemini demonstration
A realistic exchange. Open Gemini beside this page and try a version with your own facts.
You
Stage: RESEARCH only. Do not draft. Notes I trust, from three class handouts: the class meets after work; students keep a paper log; phones are banned for the first ten minutes. Label anything you did not see in those notes as unverified. I will check the phone rule against the current syllabus outside this chat.
Gemini
Stage: RESEARCH only. I will not draft the essay. From the three handouts you pasted, these points are in the notes: the class meets after work, students keep a paper log, and the teacher bans phones during the first ten minutes. I did not see a comparison with other schools, a success rate, or a named study. Those are unverified, so they stay out. Outside this chat you still need to confirm the phone rule against the current syllabus, because a handout can be old. Label for your outline: claim about the paper log, evidence is handout two, and the point you will not make is that this method beats every other method. Send the outline next, not a full draft.
You
Stage: EDIT as a hostile reader. Do not rewrite yet. Paragraph: My paper log is the calmest part of a student's week. Busy adults everywhere are finding their voice. This method leads to better grades. In the end, the log changes everything about how we learn.
Gemini
Hostile read, problems only, no rewrite yet. First, the line that your log is the calmest part of a student's week flatters you and is not in the handouts. Cut it or source it from a student who said it. Second, the sentence about busy adults everywhere is a balanced nothing-statement with no room, no clock, and no name. Third, you promise a result, better grades, that your notes do not measure. Fourth, the last paragraph repeats the first. A humanize pass is still yours: add the broken clock only if you saw it, state one opinion you will sign, and delete the repeated close. After you edit, the publish checklist is claim, audience, next step, and the disclosure your teacher asked for.
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Prompt breakdown
The prompt
Stage: RESEARCH only. Do not outline in prose and do not draft. Sources: only the notes I paste under this line. Task: list claims that those notes support, the evidence line for each, and a separate list marked unverified for anything a careful reader might expect that is not in the notes. Constraints: no new studies, no percentages, no quotes I did not paste. Remind me which facts I should confirm outside this chat. Output: two lists, Supported and Unverified.
- Naming the stage stops a mega-prompt from sliding into a finished article.
- Limiting sources to pasted notes keeps research honest when facts matter.
- The unverified list shows gaps before you fall in love with smooth prose.
- The outside-chat reminder respects that a model is not a source of record.
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Common mistakes
Usually
Write a complete expert article with sources, a story, and a strong ending.
Better
Stage: RESEARCH only. Use my notes. Mark everything else unverified. Do not draft.
Usually
Edit this by making it smoother and more confident.
Better
Stage: EDIT. Act as a hostile reader. List problems before any rewrite.
Usually
Humanize it so it is ready to publish without me.
Better
Leave blanks for facts only I know. I will do the humanize pass and the disclosure check.
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Practice exercise
Run two stages and stop
Done when: You have two separate outputs, a note of what you checked outside the chat, and no full article pretending the research is done.
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Challenge
Stop before the pretty draft
Choose a topic you might publish this month. Run only IDEA and RESEARCH as separate prompts. IDEA names a reader and one promise. RESEARCH accepts only notes you paste and labels every other claim unverified. Stop before outline prose tries to become an article. Write the publish checklist now, even though you will not publish today: claim, audience, next step, and whether your editor or school would require a disclosure. You are done when a classmate can see what came from your notes and what the model was forbidden to invent.
Hint: If the reply contains paragraphs of advice you did not ask for, answer: stay in this stage and delete the draft.
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Key takeaways
- One prompt per stage beats one mega-prompt that hides weak research.
- When facts matter, sources still live outside the chat.
- EDIT is a hostile reader, and HUMANIZE is your pass for truth and voice.
- PUBLISH checks claim, audience, next step, and disclosure when your editor or school requires it.
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