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Questions

1️⃣ The “Whiteboard” Flow

Explain — in your own words — what happens from the moment a user clicks a button on a webpage until data appears on their screen again. (Imagine explaining it to a non-developer friend.)
🧠 Tests: conceptual understanding, sequencing, communication clarity.

2️⃣ Debugging Priority Order

A feature works in development but fails on production — and logs are empty. What’s your first 5-step approach to find and fix it?
🧠 Tests: troubleshooting logic, prioritization, real-world experience.

3️⃣ Code Quality Under Pressure

Your manager wants a feature shipped tomorrow. The existing code is messy but functional. What would you do — rewrite, patch, or ship? Explain your thought process.
🧠 Tests: engineering judgment under deadline pressure.

4️⃣ MVP Trade-Offs

You have 24 hours to build an MVP of a small SaaS app with login, billing, and analytics. What’s non-negotiable, what can you fake temporarily, and why?
🧠 Tests: prioritization, product sense, lean-startup mindset.

5️⃣ Security Intuition

You discover a junior developer accidentally pushed .env credentials to GitHub. What’s your immediate action plan — both technically and as a team lead?
🧠 Tests: responsibility, damage control, leadership maturity.

6️⃣ Scaling Intuition

Your API starts slowing down after user growth triples in a week. What would you check first — and what data would you need before deciding on the fix?
🧠 Tests: performance reasoning, data-driven thinking.

7️⃣ Communication Skill

You review a teammate’s PR that “works,” but the code is confusing. How do you deliver feedback that improves quality without demotivating them?
🧠 Tests: empathy, leadership, team communication.

8️⃣ Product Thinking

If AgencyHandy added a “Client Activity Timeline” feature, how would you decide what data to show and how to display it — before writing any code?
🧠 Tests: user-centric reasoning, design collaboration ability.

9️⃣ Decision Under Uncertainty

You’re asked to choose between two frontend frameworks for a new product module. You’ve never used one of them. How do you make that decision confidently?
🧠 Tests: learning agility, critical thinking, decision frameworks.

🔟 Real-World Trade-Off

Imagine you could either: A. Reduce load time by 100 ms, or B. Add one small usability improvement that helps 10% of users. Which do you choose — and why?
🧠 Tests: product-impact reasoning, value prioritization, mature judgment.

11️⃣ AI Ethics & Dependency

What’s your approach when AI output might include unlicensed or unclear code sources? And how do you ensure you don’t become dependent on AI to solve every problem?
🧠 Tests: ethical reasoning, responsible AI use, self-reliance, professional integrity.

12️⃣ Prompting Skill (Practical Test)

Write a sample prompt you’d give ChatGPT to help you:
“Optimize API performance for fetching large data lists in React.”
🧠 Tests: practical prompting ability, clarity of intent, technical contextualization.

13️⃣ Legacy Codebase Approach

How do you approach a legacy codebase efficiently and how much time do you think you’ll need in such a case?
🧠 Tests: codebase onboarding strategy, estimation skill, pattern recognition, refactor discipline.

14️⃣ Reflection

What’s one thing you believe AI coding assistants can never replace in a great engineer?
🧠 Tests: self-awareness, values, human judgment, long-term vision.


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