Department toolkit

The AI Student Toolkit

Everything to set up before you apply — in the order this field actually checks it.

Why this order, for artificial intelligence

Artificial intelligence moves fast enough that yesterday's tool list is already dated. What a reviewer in this field actually checks is whether you work with these systems daily and can show something you built with them — not whether you can recite which model does what.

That's why this path opens with the AI tools themselves, set up honestly and used daily on real projects, and a portfolio that shows what you built with them, before the resume and profile steps that describe that work to someone screening fast.

  1. 1Set up ChatGPT for study and job prepSet this up as a working tool you use daily, not a novelty — this field expects fluency with at least one major assistant, demonstrated through what you built with it.
  2. 2Set up Claude as your second AI assistantA second assistant, used for a different kind of task, shows range beyond a single tool — this field notices which situations you reach for which one, and why.
  3. 3Use AI in your job search without losing your voiceJudgment about when to disclose AI use and where a human check still matters is itself part of the skill this field is hiring for, not a footnote to it.
  4. 4Set up GitHub so your code speaks for youA repository showing how you actually built or fine-tuned something with these tools — not just that you called an API — is the evidence this field's reviewers look for first.
  5. 5A simple personal site you can stand behindA short write-up of one or two AI projects, in plain language, lets a non-specialist reviewer see what you built without reading through the code.
  6. 6A one-page resume structure that worksList the specific tools, models, and techniques you've actually used, alongside what you built with them — this field's resumes get read for concrete projects, not enthusiasm.
  7. 7Go straight to the source: company career pagesRoles in this field often live inside a broader engineering or research team's own postings rather than a dedicated board — checking career pages directly catches them.

Before you apply — the checklist

  • At least one AI assistant set up and used daily on real work, not just tested once
  • One project built with these tools, documented in a repository or write-up
  • Clear on when to disclose AI use and where you still check the output yourself
  • Resume names the specific tools and techniques you've used, next to what you built
  • Resume saved as PDF, named FirstLast_Resume
  • LinkedIn headline names your specific direction (applied, research, engineering)
  • Know where you stand: your free Knock Number
Print the checklist (PDF)

All toolkit guides

The AI Student Toolkit · Knock