VARNIUMAI risk defense / everyday bearings

WORK / INTERVIEW PREP

Interview Prep for Roles That Now Require AI Fluency.

More postings now name AI fluency as a requirement. The prep builds the specific stories that prove you use AI well — not the vague claim that you have tried it.

Start here

The free tool below runs entirely in this browser — no account, nothing stored or transmitted. Redact anything you would not want kept before you type it.

Open the companion tool →

Why stories beat claims

"I use AI" is now table stakes and tells the interviewer nothing. The requirement is testing something specific: do you know where AI helps, where it fails, and where your judgment still matters — and can you prove it with a real example.

Three honest stories are enough: the task, what the AI actually did, and the judgment you added that the AI could not. Honesty matters here — an inflated story collapses under one follow-up question.

The protocol

  1. List the things you have actually used AI for, honestly, including the failures.
  2. For three of them, write the task, the AI's role, and the judgment you added.
  3. Practice telling each in under a minute, ending on what you decided.
  4. Prepare the follow-up: where AI would have failed, and what you would not delegate.

What the tool does

Build three honest AI-fluency stories with the task, the AI's role, and your judgment. It runs in this browser; nothing is sent or stored.

Limit first: This is an interview-prep aid, not a guarantee of any outcome, and not career advice. Tell honest stories — inflated ones collapse under follow-up questions.

Open the companion tool →

One human next step

Practice the three stories out loud this week. Check the target role's real requirements on O*NET to align them.

Research log and safety checks

AI-assist path: not applicable — the stories are the candidate's own experience; a model draft would be the exact inflated claim that collapses in the interview. §6.10: not a frontier-pace topic.

§0.5 protection result: category is job-skill-disruption; crisis-adjacent: no; fear/urgency/scarcity toolkit used: no. The protective function is free and the paid feature is convenience only.

Related dispatches

Pairs with the same protection bar: a free complete reading, an optional convenience unlock, and no fear-framing.