Future of Work Lab
PERSONAL AI OS ACCELERATOR · STUDENTS

First Job OS

Land the job in the new economy.

The bar for entry-level just rose. Walk in as someone who can direct AI.

AI now does most of what entry-level used to mean. The graduates who get hired in 2026 aren’t the ones who can do those tasks. They’re the ones who can think with AI and lead AI to do them.

You graduated into a market where the entry-level role you trained for has been absorbed. Companies don’t need a junior person to research, summarise, draft, format, schedule, or pull data. AI does that in seconds, and better than us. What companies need is a junior person who can brief AI on complex work, evaluate what comes back, catch where it’s wrong, and ship a final version that meets a professional standard. That’s not a tool skill. That’s a way of working. And it’s the new floor.

Build a Claude AI Operating System tailored to your career launch. Claude Projects structured for Career Command Center, Applications, Networking, Interviews. Claude Skills that tailor your CV per role, research companies, prep you for interviews, and draft your outreach. Live connections to your Drive, Gmail, and Calendar. Cowork sessions where applications, posts, and interview answers actually get drafted and stress-tested.

Built on Claude. Tailored to your job search. No coding. No tech skills. For beginners.

BUILD MY FIRST JOB OS

7 sessions · €49 + Claude Pro subscription (€18/month, required)

Master’s students, recent graduates, and professionals entering the workforce7 sessions49
The work that used to be entry-level is disappearing. The work that replaced it is yours to claim.

The career ladder is gone. The roles that still exist for new graduates are different. The bar starts higher. The expectation on day one is that you arrive already operating like a year-three.

Hiring managers in 2026 are looking for one specific thing in junior candidates: can you direct AI to do real work, catch what’s wrong with it, and build something better than what either of you would produce alone. That’s not a question on a form. It’s something they test for in the interview, the portfolio, and the first project.

The graduates who can prove they think and work this way get hired into roles that grow them. The graduates who can’t get sorted into the shrinking pool of jobs AI can’t yet touch, or out of the workforce entirely.

You are not behind. The market changed under everyone at the same time. You have one advantage the people hiring you don’t: you’re closer to AI than they are. You can build with it faster than they can. The OS is how you prove it.

Before the tactics, the foundation. Your career has to hold. The graduates who do well in this economy don’t just land a first job. They build a career that adapts when the next shift hits, and the one after that.

Career adaptability. The job you’re applying for in 2026 may not exist in the same form by 2029. The OS is built to evolve with you. As your role shifts, the Project shifts. As your skills grow, the Skills grow. You’ll build a Career Direction Skill that helps you reread your trajectory every six months and adjust before the market does.

Purpose. The fastest way to send a generic application is to apply to a role you don’t actually care about. Before you tailor a single CV, you’ll work in your Command Center to clarify the work you want to do and the kind of company you want to do it in. Not a vision board. A working filter you’ll use for every application.

Resilience. Job searches break people. The Friday Reflection Routine isn’t just for tactical learning. It’s a structured way to process what each week meant, separate the rejection from your worth, and walk into next week with your judgment intact.

  • Tailor every application to the role
  • Research like a senior would
  • Prep for interviews like an athlete
  • Network with intent, not desperation
  • Build a portfolio you can demo
  • Run your search like a campaign, not a lottery
  • Land the role and use the OS from day one

By the end, you have a working OS that researches companies, tailors applications, drafts outreach, prepares interviews, runs your weekly job-search review, and gives you a portfolio of builds you can show in any interview to land the role.

You don’t just use AI. You lead it.

You build a Claude AI Operating System around your actual job search.

No AI experience needed. No coding. Built for beginners.

Your Career Command Center (Claude Projects)
  • Build four Claude Projects: Career Command Center, Applications, Networking, Interviews
  • Load your story, your CV, your target roles, your portfolio, and your professional voice once. Reuse for the rest of your search
  • Every chat starts with your career’s full context. No more re-explaining who you are and what you want
  • Every application, every interview, every networking call makes the Project smarter
The Career Moves, Done Right (Claude Skills)

Skills run on demand from any conversation. The work you do every week, captured once, run in two clicks.

  • A CV-tailoring Skill that takes a job description and produces a CV variant matched to the role, in your voice, without losing your truth
  • A Company Brief Skill that researches the company, the team, the role, the recent news, and the likely interviewers, before any conversation
  • An Interview Prep Skill that generates likely questions for the role, drafts your answers, and stress-tests them with tough follow-ups
  • An Outreach Skill that drafts LinkedIn messages and recruiter emails in your voice, never generic
  • A Career Direction Skill that helps you re-examine your trajectory every six months. What’s working, what’s shifted, what to pivot toward, before the market forces you to

Skills you build using Claude’s own skill creator. No coding, no technical setup.

Your First Plugin: Application Sprint (Skills + Agent, Bundled)

A Plugin packages a set of Skills with an agent so they run together as one move. You install it once. After that, one prompt does the whole sequence.

  • The Application Sprint Plugin takes a job posting URL or description
  • Researches the company, drafts the tailored CV, drafts the cover letter, and prepares your three best interview answers for the role
  • All in one run, in your voice, ready to review
  • You decide what to send. The Plugin handles the prep that used to take you a Saturday
Always-On Routines (Routines + Connectors)

Routines run automatically on a schedule. Connectors plug Claude into the tools you already use, so it works on your real data, not a copy-paste of it.

  • A Monday Job Search Briefing that scans last week’s applications, flags responses to follow up on, and prepares this week’s three priority moves
  • A Friday Reflection Routine that turns the week’s interviews, calls, and rejections into structured notes. Tactical learning for next week, and emotional processing so the rejections don’t accumulate into something heavier than they need to be
  • Google Drive connected to your Applications Project so Claude always reads your current CV, not the version you uploaded last month
  • Gmail connected to your Networking Project so the OS sees the conversations you’re already having with recruiters and contacts
  • Calendar connected so the OS knows when your next interview is and preps you in time

LinkedIn integration is on the roadmap. For now, you draft posts and messages in Cowork and copy them across.

Cowork on Real Applications and Interviews (Claude Cowork)

A shared workspace where Claude works alongside you in your actual document, not in a chat window.

  • Tailored CVs and cover letters written with Claude as your editor-in-the-room, not your ghostwriter
  • LinkedIn posts and articles drafted in your voice, building your professional presence while you search
  • Interview answers stress-tested through simulated interviewer feedback before the real interview
  • Thank-you notes, salary negotiation messages, and offer evaluation conversations handled with care
What you leave with

By the end of session seven, you have:

  • 4 Claude Projects scoped to your career launch
  • 5 reusable Claude Skills running your most important career moves
  • 1 Application Sprint Plugin (Skills + agent, bundled)
  • 2 always-on Routines
  • Live connectors pulling in your current work automatically
  • A portfolio of tailored applications, posts, and interview prep

And you walk away with:

  • A working First Job OS that runs your search until you land the role
  • A demonstrable AI portfolio you can show in any interview
  • A clearer sense of the work you actually want and the kind of company you want to do it in
  • A way of working that compounds the moment you start the job
  • The knowledge to keep building Skills, adding connectors, and expanding your OS as your career grows
Ready to land the job in the new economy?

Walk in with proof, not promises.

BUILD MY FIRST JOB OS

7 sessions · €49 + Claude Pro subscription (€18/month, required)

For Master’s students, recent graduates, and professionals entering the workforce

Built on Claude
Claude ProjectsClaude SkillsPluginsRoutinesConnectorsCowork