Careers & Future of Work
A tool or product that helps people navigate or improve their careers in the age of AI.
What this prompt is really asking.
AI is rewriting what work looks like. Some jobs are disappearing. New ones are appearing faster than career counselors can keep up. The people MLT serves — first-generation professionals, mid-career operators, ambitious young leaders — get whiplashed worst when the shape of work changes.
Build something that helps a real person navigate this. Not a chat-with-an-LLM. A tool that takes a specific input from someone’s actual situation and returns something they can use that day.
Most career advice is generic. Most career data is fragmented across LinkedIn, Glassdoor, BLS, and a hundred Slack groups. AI shrinks the gap between ‘I have a question’ and ‘here is what someone in my exact situation actually did.’
Concrete starting points.
Pick one. Or invent one of your own — these are starting points, not assignments.
- 1
Personalized career-path agents
Take a résumé and a goal — return a 12-month plan with concrete next steps, learning resources, and roles to target.
- 2
Interview prep that adapts to the role
Generate role-specific question banks from the job description, score practice answers, and surface the gaps to drill.
- 3
Salary negotiation co-pilots
Pull comparable comp data, draft scripts for the actual conversation, and rehearse the response to common pushback.
- 4
Skill-gap diagnostics
Compare a person’s LinkedIn or résumé against the top three roles they want. Return what to learn first and where.
- 5
Manager translators
Help under-represented professionals decode performance feedback, executive meetings, or cryptic Slack messages from leadership.
How judges will know it worked.
A specific person can describe — to your face — how this changed something in their week.
It works without a credit card or an enterprise login.
There is a path to keep it running after May 14 — paying users, sponsorship, foundation funding, or institutional adoption.
Where most teams will start.
Use anything you like — these are the ones we’d reach for first. Full quickstarts on the resources page.
Lovable
Fastest path from prompt to a hosted, editable web app.
Google AI Studio
Free Gemini access for résumé parsing, summarization, and structured extraction.
Bolt
Browser-based full-stack builder — quick UIs for question banks, dashboards, simulators.
Mentors paired at kickoff. Office hours run daily during build week.
Pick "Careers & Future of Work" at signup.
You can change your mind once before kickoff. After that, your prompt is locked.