For years, writing a résumé has been an exercise in compression: fit years of work onto two pages, keep only what's relevant, reduce each achievement to a single line. With AI alongside the recruiter, a different question emerges: how much context do we need to preserve for someone to understand our work?
Kira Kuzmenko is the creator of CVIndex and the professional index concept, a recruiter and the founder of New HR. This article presents her vision for the future of the résumé. This is a possible direction for the format, not a universal standard already adopted by employers.
Why résumés became short
A short résumé solves a human problem. When someone has dozens or hundreds of applications to review, reading every candidate's full story takes too much attention. Structure, familiar job titles and concise descriptions make relevant experience easier to find.
That's why “be specific” has always been useful advice. “Developed services” says little about the difficulty of the work or the person's contribution. Explaining the challenge, action and result makes experience easier to assess. But compression has a cost: constraints, alternatives, failed attempts and the reasons behind decisions often disappear.
What AI changes
A paradox emerges. Generative AI helps candidates produce formally well-written résumés, but uniformly polished language can make them harder to distinguish. If everyone “optimized processes” and “improved efficiency,” the meaningful differences lie deeper.
At the same time, AI can help employers work through longer materials and relate them to a team's needs. That creates an opportunity to preserve more professional context without requiring a person to read an entire archive.
Opportunity isn't a guarantee. Models can miss details, make mistakes or lack access to linked materials. More text alone doesn't mean a more accurate assessment. What helps is organized context: clear structure, concrete facts and sources that let a reader check the claims.
From a document to a professional index
CVIndex is built on the idea that the résumé could become an index. Not a hundred-page autobiography, but an entry point: a short professional introduction linked to detailed materials about someone's work.
The first level contains expertise, career milestones and selected projects. The next contains case studies, writing, talks, testimonials and work samples. A person can choose where to go deeper. An AI system with suitable tools can read accessible sources and gather relevant context.
Brevity remains useful for an introduction. Depth becomes available to anyone who needs to understand more.
CVIndex brings this concept to life through two views of the same story: a readable page for people and structured Markdown for AI tools. An index.md file introduces the person and connects the supporting materials. Markdown alone doesn't make a model follow links; it still needs the appropriate tools and access.
What belongs in a useful case study
A project title is only the beginning. A useful case study makes the reasoning behind the work visible:
- Context. Who was the product or process for? What problem needed solving? What were the deadlines, resources and constraints?
- Your contribution. What did you do personally, and what did the team do? Which decisions did you make, and why?
- Outcome. What changed? How was it measured, against what baseline and over which period?
- Evidence. A public product, code, prototype, publication, report or testimonial from someone you worked with.
- Limitations. What remains unmeasured? Where did outside factors influence the result? What would you do differently?
Not every contribution has a growth percentage attached. Resolving a difficult disagreement, writing clear documentation or building a dependable process can also be an outcome. Explain the value instead of inventing an impressive number.
Who shapes your professional story?
Another important consideration: if a candidate doesn't gather their own professional context, outside services may do it for them. That picture can be incomplete or outdated. Maintaining an index gives you a place to present your current experience and point to original sources.
This doesn't give you complete control over how others interpret public information. It does let you manage your own profile: clarify descriptions, correct errors and decide what to disclose.
Depth doesn't require breaking confidentiality. You can describe a challenge and your approach without naming clients, sharing internal documents or exposing private metrics. A missing public work sample doesn't make the experience less valuable.
What you can do today
Start with one project you still remember clearly. Write down the challenge, constraints, your decisions and the outcome. Add any evidence you're allowed to share. Return to the record as new information becomes available.
A traditional résumé still has a role: many employers expect a familiar document. Keep it as a concise introduction, with links to details. A professional index doesn't remove the need for clarity. It removes the need to discard useful context just to meet a page limit.
The goal of CVIndex is to let anyone create and host that story for free. Today, the site lets you create a local draft and download Markdown. Public profiles are the next stage. You can already begin the most valuable part: recording the facts of your work while you still remember them.
Kira Kuzmenko: how the résumé will change
Kira Kuzmenko explains her vision for the future of the résumé and the professional index concept behind CVIndex. The video is in English.
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