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Interviewing tactics for a post-LLM world

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Interviewing tactics for a post-LLM world

Presentation given at TechLead 11th of June, Amsterdam

Avatar for Dunya Kirkali

Dunya Kirkali

June 14, 2026

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Transcript

  1. Interviewing like it’s 2022 Five stages of grief • Denial

    • Anger • Bargaining • Depression • Acceptance
  2. Five stages of grief Denial • Ban AI • Remove

    take-home • Live-only obsession Photo by Saif71.com on Unsplash
  3. Five stages of grief Anger • Hostile process • Gotchas

    • Purity tests Photo by Nsey Benajah on Unsplash
  4. Five stages of grief Bargaining • Awkward constraints • Inconsistent

    rules • Unclear expectations Photo by charlesdeluvio on Unsplash
  5. Five stages of grief Depression • Endless process changes •

    Low confidence • Stage bloat Photo by charlesdeluvio on Unsplash
  6. Five stages of grief Acceptance • Clear process • Encouraged

    LLM usage • Focus on reasoning over output Photo by Darius Bashar on Unsplash
  7. 🌍 • Team Leader at Remote.com • Author of the

    • Engineering Manager’s Compass • Blogger on • Incremental Forgetting • ❤ Hiring Dünya Kırkalı
  8. Laszlo Bock “Great people are a company's most important asset.

    Hiring is the most important thing you do”
  9. ACME Corp. • What will they be doing • Who

    will they work with • Which KPIs • The level of support • The level of autonomy AI Native Engineer
  10. Let’s take a step back What & How • Specific

    skill • Specific personality • Generalist vs Specialist • Past experiences • Future potential • Gap in team • Take home • Open vs closed questions • N stages • Leetcode • Brain teasers • IQ Tests
  11. Knowledge Examples • LLM Capabilities • Strengths: drafting, transformation, summarisation

    • Weaknesses: hallucinations, non-determinism, stale knowledge • AI Risk/Governance • Privacy, prompt injection, intellectual property
  12. Skills Examples • Task Decomposition • Break ambiguous work into

    steps • Design prompts • Build skills • Verification of AI Output • Fact-check • Design tests
  13. Abilities Examples • Curiosity • Experiment • Learning Agility •

    Adapt to new models/tools • Update way-of-working as the ecosystem changes
  14. Other Examples • Intellectual humility • Comfortably saying “I don’t

    know” • Correcting model/user output • Ownership with judgment • Escalate high-risk decisions • Don’t over automate
  15. Let’s revamp Go deep Choose one thing you’ve built and

    walk me through it • It’s not the results, it’s how we got there • What did they learn from the experience • What would they do differently • Generalist or Specialist • Critical thinking • Domain understanding
  16. Let’s revamp Reading code Help your team mate understand what

    this large code base does • Ambiguity • Legacy • Documentation • LLM Usage • Context Management
  17. Let’s revamp Reviewing Code Review this change request and explain

    what feedback you leave • Focus • Feedback • Communication • Values
  18. Let’s revamp Writing an RFC Write on RFC on this

    topic and present it to us • Systems Thinking • Structured Reasoning • Trade-Off Analysis • Communication Clarity • Collaboration Mindset
  19. Let’s revamp Systems Design Design a [ x ] system

    and explain to us what you’ve come up with • Have them design a system at home • Invite over for a deep-dive • Tradeoffs • Chaos • Communication • Feedback
  20. Tips 3 Good vs 10 Mediocre • Quality over quantity

    • Depth over Breadth Photo by Brett Jordan on Unsplash
  21. Tips Not Live • Every second is precious • What

    if the systems are down • Ask async - review sync Photo by Lucas Alexander on Unsplash
  22. Tips Encourage LLM usage • Take home • Share sessions

    • Process > Output • Tradeoffs Photo by Harrison Broadbent on Unsplash
  23. Tips A day at the races • Have them work

    along your engineers • Have them contribute to OSS • Pay them • Have them join lunch • Collaboration is essential Photo by Gene Devine on Unsplash
  24. Tips Scorecards • Standardize • Close • Disclose at the

    end • Don’t discuss, rather update Photo by Rong on Unsplash
  25. Tips Test your stages • Measure • Time • Accuracy

    • Try out with engineers • Try out with non-engineers • Using an LLM • A/B Test Photo by Akram Huseyn on Unsplash
  26. Tips 10x • Whatever you think you’ll ask, 10x it

    • Issues • Users • LoC • Pull Requests • Code Complexity • Number of Services, Photo by Miguel Ángel Padriñán Alba on Unsplash
  27. Recap • Write down the job description • Define KSAO

    • Prepare questions • Test internally • Run experiments • Measure success
  28. Closing Acknowledgements • 🔥 Idea by LeadDev • 💡 Inspiration

    by Christopher Redmond • 💡 Inspiration by Dan Cook • 🫶 Support by Maxim Schepelin
  29. Closing Resources • Scalar Interviews by Dunya Kirkali • How

    to combat bias in the hiring process by Maxim Schepelin • Software engineering at the tipping point by Adam Bender • Work Rules! by Laszlo Bock • Make Something Wonderful by Steve Jobs • Who: The A Method for Hiring by Geoff Smart and Randy Street