Ritvika Nagula didn’t just send out résumés—she weaponized hers with public code. When she graduated in December 2018, she had four job offers in hand, including from Microsoft, Amazon, and eBay. Her secret, detailed in a recent Business Insider as-told-to essay and echoed across hiring forums, was a résumé engineered to lead with high-impact experience and prove every claim with a GitHub link. “For software engineers, the résumé is definitely the most important thing,” Nagula says. “The cover letter is almost always optional.”

That philosophy paid off. Now a senior software engineer at Microsoft Azure, Nagula’s approach is being dissected as a blueprint for standing out in a hiring funnel dominated by automated screens, time-starved recruiters, and a relentless demand for verifiable skills. This analysis unpacks her playbook, cross-checks it with recruiter guidance, and offers a frank look at its risks—including when public code can backfire and who gets left behind.

Why Nagula’s Strategy Works in 2025’s Hiring Grinder

The first 15 to 60 seconds of a résumé review are decisive. Applicant tracking systems (ATS) parse for keywords and structure before a human ever lays eyes on the document. Recruiters, drowning in applications, look for immediate relevance signals. That’s why Nagula’s rule #1—lead with the most relevant experience—is not just common sense; it’s a survival tactic.

“If you have any internship experiences or previous work experience, that should be something you highlight at the top of your résumé because that immediately makes it stand out, even if it was just three or four months,” she told Business Insider. That means co-ops, internships, or contract work go right below your contact information, not buried under an objective statement. This aligns with hiring manager preferences documented across multiple outlets: the top third of the page must hook the reader.

Simultaneously, the industry has shifted toward “show, don’t tell.” GitHub, once a nice-to-have, is now a baseline portfolio for early-career engineers. Nagula treats GitHub as a substitute for a cover letter. “I leveraged it by keeping all the projects that I did as part of my coursework updated in my GitHub profile,” she says. “That way, if a prospective hiring manager wants to look at it, you are giving free and easy access. That automatically gives you an edge.” In an era where “vibe coding” and AI assistants can generate plausible code, being able to inspect real commits, READMEs, and project evolution offers a hard-to-fake signal of engineering maturity.

Break Down the Playbook: Six Steps to a High-Signal Résumé

Nagula’s advice, corroborated by recruiter guidance from Microsoft insiders and résumé experts, can be distilled into a practical sequence. Each step targets a specific stage of the hiring process, from ATS parsing to technical interview.

1. Lead with Relevance, Not Fluff

Place internships, co-ops, or high-impact contract work at the top. For each role, include a one-line impact summary. “I was a co-op intern at a startup for seven months. That was at the top of my résumé,” Nagula recalls. If you don’t have formal experience, lead with the most substantial project that mirrors the job requirements.

2. Adopt the Three-Project Framework

Nagula categorizes projects into three buckets: internship/co-op work, academic/coursework projects, and side/passion projects. For each, she lists the tech stack (languages, frameworks, CI/CD tools) and two to three lines describing the challenge, her contribution, and the outcome. This format, she says, helps readers quickly see the breadth of tools used and the depth of application.

One of her side projects was a Facebook chatbot that used GoodReads APIs to provide book summaries. The project demonstrated initiative, API integration, and a finished product—all without a grade or deadline. “That shows you’re really passionate about becoming a software engineer,” she explains.

3. Make GitHub Your Living Portfolio—But Curate It Aggressively

Link the exact repositories referenced in your résumé. Each repo should include a README with setup instructions, screenshots if applicable, and a short “problem → approach → result” write-up. Pin these repos to the top of your profile so they’re instantly visible. Nagula hyperlinked her GitHub username on her résumé, making it a one-click gateway to verifiable proof.

But caution is critical. “Having the code out there in GitHub shows this website was actually coded by you, and you didn’t use a website builder tool,” she says. However, unpolished, abandoned, or security-flawed repos can harm credibility. Recruiters and engineers routinely inspect commit histories and code quality. If it doesn’t represent your best work, either fix it or hide it.

4. Optimize for Both ATS and Human Readers

ATS parsers choke on multi-column layouts, graphics, and unconventional headings. Use a simple, linear format. Mirror the language from the job description, but avoid keyword stuffing. Early-career résumés should stick to one page; mid-career engineers can extend to two pages only if every bullet conveys substantial impact. Save a plain-text version to test parsability—if a computer can’t extract your skills, a human may never see them.

5. Prepare the “Résumé-to-Interview” Narrative

Every bullet point on your résumé should map to a STAR (Situation, Task, Action, Result) story. Nagula’s emphasis on concrete tools and outcomes sets the agenda for technical interviews: interviewers will drill into listed technologies. Have short anecdotes ready that demonstrate troubleshooting, design decisions, or unexpected challenges. The résumé becomes a conversational roadmap rather than a static document.

6. Layer Networking onto Applications

Nagula didn’t just cold-apply. She used LinkedIn to find hiring managers and current employees, requesting informational conversations and, when possible, referrals. A referral can bypass initial ATS filters, but only if your résumé is already sharp. “I tried to use all my networking skills to at least make sure that my résumé got through from the initial phase,” she says.

The Risks and Blind Spots: When GitHub Hurts More Than Helps

While Nagula’s playbook dramatically improves signal clarity, it carries risks that engineers and hiring teams often overlook.

Public Code Is a Double-Edged Sword

A live GitHub repository can validate your skills—or expose rookie mistakes, quick hacks, or exposed API keys. One stray commit with a password or a half-finished project can raise red flags. Nagula’s approach assumes curation: she updated her repos and kept them presentation-ready. Engineers must treat their public code like a storefront; if you wouldn’t put it in a live demo, don’t link to it.

ATS and Keyword Fragility

Even well-structured résumés can be misinterpreted by automated filters. Over-optimizing for one role may make a résumé look irrelevant to another. Recruiter guidance stresses balancing machine-readable formatting with human appeal. A résumé should be tailored for a specific family of roles, not a single posting, to preserve wider applicability.

Equity and Access Concerns

Not all candidates have equal access to internships, side projects, or mentorship networks. A heavy reliance on portfolio evidence risks amplifying systemic inequities. Candidates from underrepresented backgrounds or those with caregiving responsibilities may lack the time or opportunity to build elaborate GitHub profiles. Hiring teams must compensate by valuing alternative experience, through rigorous problem-solving interviews and take-home assignments, rather than defaulting to GitHub as a gatekeeper.

Overemphasis on Tools vs. Systems Thinking

As AI-assisted coding becomes mainstream, hiring teams are shifting their focus toward debugging skills, design reasoning, and cross-functional leadership—qualities harder to capture in a GitHub repo alone. Nagula acknowledges this nuance: “Before you jump into [AI tools], it’s always better to have a deeper understanding of the code that you’re working with because there is only so much the AI agent is going to understand.” Résumés should therefore highlight systems design stories, performance tuning narratives, and team collaboration, not just a laundry list of frameworks.

A Practical Checklist for This Week

To implement the core of Nagula’s strategy without falling into its traps, start with these actions:

  • Rewrite the top third of your résumé: Move the most relevant project or role directly under your header. Add a one-line quantified impact if possible.
  • Select three projects: one from an internship or work, one from coursework, and one personal. For each, write a problem statement, your action, and a measurable result. List the key technologies used.
  • Audit your GitHub: Remove any repositories with sensitive data. Add READMEs with installation steps, screenshots, and a “what I learned” section. Pin the three projects to your profile.
  • Test ATS parsing: Save a text-only version of your résumé. Ensure section names are conventional (Experience, Projects, Education, Skills). Simplify formatting.
  • Network intentionally: Identify two employees at target companies. Reach out for a 15-minute informational call. After establishing rapport, ask for a referral—armed with a tailored résumé that makes their endorsement easy.

What Hiring Managers Should Remember

Nagula’s success also offers lessons for the other side of the table. Portfolio-driven screening can unduly penalize candidates who don’t have public code, either due to NDA restrictions, time poverty, or career stage. Code repositories often reflect extracurricular privilege, not on-the-job ability. Managers should combine GitHub reviews with structured technical interviews and consider take-home exercises that level the playing field. A résumé is a hypothesis to be tested, not a certificate of competence.

Conclusion: Adopt the Framework, Not the Dogma

Ritvika Nagula’s résumé playbook works because it aligns with how modern tech hiring actually operates: fast, keyword-driven, and hungry for proof. Prioritizing relevant experience, structuring projects around outcomes, and linking to curated GitHub repositories dramatically increases the odds of catching a recruiter’s eye. Independent reporting confirms these tactics are mainstream best practices, not a one-off anecdote.

Yet, engineers must proceed with caution. Curate public code aggressively. Avoid over-optimizing for a single role. And recognize that portfolio-based hiring, while effective, must be paired with inclusive evaluation methods to avoid perpetuating inequity. Adopt the three-project structure and GitHub linkage to prove your work—but also practice system-level storytelling and strategic networking. When your résumé opens the door, your interview must keep it open.

That, ultimately, is where Nagula found her leverage: not in a perfect résumé, but in one that verified her story and set the table for deeper conversations.