One project, one true story, many readers. Name the audience, the platform, and the goal for every piece, then vary the shape while the facts stay fixed. The course this track adapts ran everything its unit taught end to end on a single communications campaign; a job search and a three-person food pantry run it identically.
If you remember one thing: AI can polish your story. It must never write your facts.
| Question | In plain words |
|---|
| Audience | Who will read this? |
| Platform | Where will they read it? |
| Goal | What should happen because they read it? |
| Piece | Audience | Platform | Goal | So the shape is |
|---|
| Resume bullet | A recruiter with dozens of applications waiting who may give it less than a minute | A skim, quite possibly filtered through screening software first | Survival to the next round | Short, factual, dense with the posting’s own vocabulary |
| Cover letter | The hiring manager | An actual, slower read | Earn an interview | Room to breathe; two or three real wins tied to problems this team visibly has |
| Outreach note | Someone who already knows you | Two lines on a networking site, landing between meetings | A conversation, not a job | Warm; asks for fifteen minutes, nothing more |
| The machine owns | You keep |
|---|
| Drafting, all of it: variations, rewrites, tailoring | Every claim about you in a final document, checked line by line against what actually happened |
| Speed | The rule that it never invents an accomplishment |
| The clarifying questions, when you ask it to ask (“please ask me what you need to know to do this task well”) | The privacy question before every paste: am I comfortable with this information leaving my hands under this tool’s rules? |
Speed is what you handed over. Judgment stayed home.
| The draft says | What actually happened |
|---|
| Led | Helped with |
| Expert in | Familiar with |
| Yours alone | A two-person effort |
It is not lying. It is predicting. Strike anything you could not defend under a follow-up question.
| Step | Move |
|---|
| Set the persona | Act as the interviewer for this role |
| Force turn-taking | Do not write the whole exchange as a script; ask one question, then stop and wait for my answer |
| Tune the pressure | Friendly screening call first; skeptical, pressing panel the night before the real thing |
| Loop on weak answers | Say the answer was weak, run it again, ask what a doubtful interviewer would push on next |
| Rehearse the follow-up | The opener is never the hard part |
The caveat, straight from the course: its own classroom split on how capable the simulation is, and the session’s teacher sides with caution. A text exchange sits a long way from a live spoken performance. Use the machine coach as a complement, to find the questions you cannot answer while finding them costs nothing, and keep one live mock interview with a human who can hear you.
| Zone | Examples |
|---|
| Sits comfortably | Preparing, rehearsing, drafting from your own material |
| Leaves some people uneasy | The gray middle; know where you stand before you are tired and tempted |
| Hard to defend | Experience you do not have, a skill level you cannot demonstrate, a take-home submitted as your own unaided work |
The bright line: after reading, does this person believe anything false about you? Application materials are promises the interview collects on. Default to daylight: if an employer asks whether or how you used AI, answer plainly.
| Pitfall | Correction |
|---|
| One document for every reader | If two audiences received the same text, the three questions were never asked and the method never started |
| Accepting the flattering draft | The machine inflates by default, because impressive language is probable language; the bullets that please you most are the ones to check first |
| Rehearsing only in text | The machine coach finds weak answers; it cannot hear your voice shake; keep one live mock conversation with a human in the plan |
| Feeding it what is not yours to share | Employer confidences and other people’s stories do not become shareable because the draft lands better; ask the privacy question before every paste |
| Line | Meaning |
|---|
| ”please ask me what you need to know to do this task well” | The session’s one-sentence move: the machine interviews you about the task before it does the task |
| ”closer to what you do in your day-to-day life” | The session’s closing invitation, the one this lesson accepts by moving the method onto your project |
| Audience, platform, goal | Three questions before every piece, one true story underneath them all |
| Speed is what you handed over. Judgment stayed home. | The division of labor in one breath |
| AI can polish your story. It must never write your facts. | The whole lesson, if you keep only one line |
