A prompt that only works once is a wish. This lesson is a library of shapes you can refill without rewriting your personality every Tuesday.
Why this matters
Pathway A taught ICC and iteration. That stops embarrassing first drafts. It does not run a week of work.
Most “power users” still type a new paragraph from scratch. They collect clever one-liners. They put “act as a world-class consultant” on every ask. They say “make it better” when the second draft is still wrong. None of that transfers.
A pattern transfers when you can swap the job and keep the shape. Role, examples, constraints, and a critique loop earn their keep. The other six cards are how those four show up at a desk. You will leave with ten fill-in prompts, two of them proven on a real artifact in grok.com.
Teach
Treat every non-trivial request as a shape plus a fill. The shape is reusable. The fill is this job. If you cannot name the shape, you are improvising.
Role is a reader, not a costume. “Act as a Harvard professor / world-class copywriter” changes the accent, not the judgment. A useful role names who may reject the work and what they will check. “Night-shift dispatcher: keep only what a crew can use at 05:30 with one radio.” That kills pep talks. If the role does not change a must-not, delete it. Grok already knows it is Grok.
Examples beat adjectives. “Professional, punchy, warm” is three vibes. Two labeled samples — GOOD and BAD — lock format faster than a paragraph of taste. The examples must be the same kind of artifact as the ask. A tweet is not an example for an SOP.
Constraints are testable or they are decoration. Length as a number. Format as headings. Must-include as facts. Must-not as bans. Stop as a use-test: “I can send this after one edit.” Keep a constraint card you paste under any role or example block so you do not drop the rails when you get fancy.
A critique loop is not “try again.” Draft once against a rubric you wrote before the draft. Then score. Then rewrite only the fails. If you invent the rubric after you see the prose, you are grading your mood.
Rubric (write this first):
- [dimension]: pass if [observable]
- [dimension]: pass if [observable]
- [dimension]: fail if [observable]
Draft the artifact.
Then score each dimension pass/fail with a quote.
Rewrite only the fails. Leave passing lines.
That loop transfers. “Make it more Grok” does not.
Six more shapes desks actually need:
- Extract-and-quote. When a file or a paste is the source: restate only what is there, quote the line behind every number, write
not in source for the rest. Stops invented detail.
- Compare-two. Same facts, two options, one recommendation, one thing that would change your mind. Stops both-sides sludge and one-option theater.
- Rewrite-only. Quote the broken line. Change that. Do not reprint the document. Surgical iteration from A2, as a prompt you can paste.
- Assumption dump. After the artifact, list every fact Grok filled in. You cannot catch a silent fill if you never asked for the list.
- Refusal / stop. What Grok must not do, and when to stop. Off-limits topics, no legal advice, no fake citations, no second artifact.
- Transfer test. Same shape, new job, in four lines: what stayed, what you had to rewrite, whether the pattern earned a slot in the library.
That is ten cards, not ten personalities. Rules: one artifact per prompt; no secrets in the shape; if you cannot run a card in sixty seconds, cut it. Fast vs Think is not a pattern. Imagine is the wrong tool here. As of August 2026, grok.com still takes ordinary text. You need a named thread and ten cards you will actually paste.
Worked example
A coordinator needs a Friday notice: millings moved from 07:00 to 09:30, inspector still at 08:00, afternoon pour unchanged. Vague ask: “Write something professional for the crew.” Grok writes a speech.
She does not start over with a longer speech. She uses four cards.
Role-as-reader: “You are the crew lead at 06:40 with a printed old plan. Cut anything that does not change what someone does in the next two hours.”
Few-shot: She pastes a GOOD six-line notice from last month (time first, radio line last) and a BAD paragraph that opened with “As we navigate change.”
Constraint card: 10 lines. Lead with 09:30. Radio dispatch, not her. No inspector name. No pep talk.
Critique loop: Rubric written first — time first, old plan contradicted, radio line present, under 10 lines. Grok drafts, fails “time first,” rewrites only the opening.
The notice can be taped to a door. Next week she swaps the fill and keeps the four cards. That is transfer. She does not add “act as a world-class consultant.”
Your turn
Open grok.com. Start a new thread named B1 prompt library — your job family, not this course’s millings example. You will make Grok interview you, write ten fill-in cards in your voice, then run two of those cards on one real artifact. If you type the library yourself and never send it, you fail. The library has to come out of this thread.
Use a job you will actually ship this week: a notice, email, checklist, parent note, short SOP, vendor chase, or briefing. Not a poem about Grok. Not the course’s Friday millings story.
Exercise b1-l01-e1
| Field | Value |
|---|
| whereToDo | grok.com |
| time | 22 min |
Copy-ready prompts
Message 1 — send this first:
I am in Grok Mastery (Russell Tech), Pathway B, lesson B1 — prompt patterns that transfer.
Interview me with exactly six short questions, one at a time:
1) What kind of artifact do I ship most (email, notice, checklist, brief, other)?
2) Who usually rejects or uses that artifact?
3) One MUST-NOT that keeps getting ignored?
4) One real job from the next seven days (facts only, no secrets)?
5) Do I have a GOOD example I can paste, or should we invent a labeled GOOD/BAD pair from my answers?
6) Which two patterns do I want to prove today (pick from: role-as-reader, few-shot lock, constraint card, critique loop, extract-and-quote, compare-two, rewrite-only)?
Do not write the library until I have answered all six.
Answer honestly. If Grok dumps all six at once, answer in one block and tell it to proceed.
Message 2 — after the interview:
Write my 10-Prompt Library as ten cards. Each card must have:
- Name:
- When I use it:
- Fill-in prompt (brackets for the parts that change):
- What must stay identical when I change jobs:
- Transfer test (one line: what I will swap next time):
The ten names must be exactly:
1) Role-as-reader
2) Few-shot lock
3) Constraint card
4) Critique loop
5) Extract-and-quote
6) Compare-two
7) Rewrite-only
8) Assumption dump
9) Refusal / stop
10) Transfer test
Use my answers. Do not invent a workplace I did not describe.
No passwords, no client secrets, no medical or student details.
End with a Session stamp: today's date and "This library was written by Grok in this thread."
Message 3 — same thread. Run two cards on the real job. Paste your facts into the fills:
Stop interviewing. Run cards [name] and [name] on this job.
Job facts:
[8–15 lines of real, non-secret context]
Execute both fill-in prompts for real. Produce the artifact.
Then write a Transfer Report:
- Cards I ran:
- What I did not have to rewrite:
- What I still had to fill:
- Assumption you made (from card 8):
- Would this card work on a different job this month? yes/no + why
- Session stamp: today's date and "Transfer report written by Grok in this thread."
Artifact to paste
- The 10-Prompt Library (all ten cards) and its session stamp.
- The artifact produced by the two live cards.
- The Transfer Report and its stamp.
- One sentence from you: which card you will keep on a note next to the keyboard, and which card is still too vague to reuse.
Rubric
- Pass: Ten named cards exist, Grok-authored, stamped. At least two cards were executed on your job (not the millings example). The Transfer Report names something that stayed identical and something you still filled. Your sentence picks a keeper and a weak card. No secrets in the paste.
- Fail: A list you typed after reading this lesson. Ten titles with no fill-in prompts. Only one card run. “Act as an expert” as the role-as-reader card. Course example recycled as your job. No session stamp. You never opened grok.com.
Common failure
The common failure is costume roles. “Act as a world-class strategist who has 20 years of experience and speaks with confidence.” That sentence transfers to every job and improves none of them. Replace it with a reader who can fire the draft.
The twin failure is a library of essays, or running all ten cards on one email. Two cards, one job, a transfer note. The other eight wait until a job matches their “When I use it” line.
What’s next
You have shapes. Next: stop treating every window as a disposable chat. Projects (or named threads with a standing brief) are how a library has a place to live.
