AI Product Engineer · Student Career Tools

Building practical AI products for student career readiness.

I build practical AI tools that help students present themselves more clearly and approach the job market with confidence.

My work focuses on challenges many students actually face: unclear resumes, confusing job postings, and cover letters that do not fully reflect their strengths. I aim to build tools that are genuinely useful for students while also showing clear product thinking, iteration, and intent.

3 student-focused tools
LLM workflow design
React prototype mindset
React OpenAI APIs Gemini APIs Prompt Iteration Deployment Ready

Built for students first, and presented in a way that helps recruiters quickly understand how I approach problems, product design, and AI workflows.

Start Here

A clear path through this portfolio

Designed so both students and recruiters can understand the work quickly.

Step 1

See the problems first

Start with the projects below to see the real student challenges that shaped each product idea.

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Step 2

Understand the workflow

Review the prompts, iterations, and improvements that shape how each product behaves.

View workflow

Step 3

Explore the full project story

Open the projects page for screenshots, example outputs, and reflections on what I learned while building.

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Proof

Projects built around real student problems

Filter by task area to focus the view.

Showing all 3 projects.

AI Resume Feedback Tool

Students often undersell their experience. This tool scores resume strength, flags weak bullet points, and rewrites them with clearer action, stronger evidence, and more visible impact.

React + OpenAI API + scoring rubric + deployed prototype

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AI Job Description Translator

Job postings are often written with experienced applicants in mind. This tool translates requirements into plain language, highlights the most important proof signals, and gives students a realistic way to prepare.

React + Gemini API + structured extraction + action-plan workflow

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AI Cover Letter Feedback

Students often struggle to make cover letters feel specific and credible. This tool rewrites weak drafts using job context, resume evidence, and clearer revision guidance that feels more like coaching than correction.

React + OpenAI API + grounding checks + prompt evaluation loop

View project details

Other Support

Additional student-support work

An interactive student debt estimator that makes repayment timelines easier to understand.

This project helps students understand how long debt can affect them by turning student loan data into a simple interactive estimator with a clear, focused experience.

  • Lets visitors enter a loan balance and estimate repayment time.
  • Presents average debt growth in a format students can understand quickly.
  • Keeps the experience centered on one useful task instead of unnecessary features.
Preview of the student loan estimator page with repayment estimate cards

AI Workflow

How I design and build with AI

1) Prompts

Each product begins with role-based prompts designed around a specific student task.

“Act as a campus career coach. Review this resume for internship readiness. Give concise rewrites with measurable outcomes and plain-language feedback.”

2) Iterations

I test output quality across majors, skill levels, and job types.

“Rewrite for a first-year student with no internship history. Keep language direct, specific, and realistic.”

3) Improvements

  • Reduced vague outputs with structured response templates.
  • Improved relevance using job-specific context injection.
  • Added rubric checks for clarity, accuracy, and usefulness.

Interactive AI Demo

Try a mini simulation of how each tool transforms student input into clearer, easier-to-understand guidance.

Pick a tool, paste sample input, then run the demo to see a student-friendly explanation, rewrite, and next step.

Ready for input.

Run the demo to see a plain-language explanation, improved version, and clear next step.

About

Clear, practical AI work for student career outcomes

I’m building toward becoming an AI Product Engineer who creates practical tools for real student problems. My work stays consistent: students, the job market, and AI tools.

Live

This portfolio is ready to share

This portfolio is structured for real use: a clear role, real problems, an explained AI workflow, and functional project pages. It is ready for GitHub Pages, Netlify, or Vercel.

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Hi — I can answer questions about Guna's projects, workflow, portfolio goals, and how this work is positioned for students and recruiters.

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