#Ai

38 questions

• Why do LLMs hallucinate, and how can you reduce it?AI Engineering#aiMiddle›
• What is the difference between prompt engineering, RAG, and fine-tuning, and when do you use each?AI Engineering#aiMiddle›
• How do you judge whether an AI answer is trustworthy, especially for production code?AI Engineering#aiSenior›
• How do you apply AI tools in your day-to-day work as a tech lead?Tech Lead#tech-leadMiddle›
• Where does AI fit across the software development lifecycle?Tech Lead#tech-leadMiddle›
• How do you ensure AI-generated code meets your project's quality and security bar?Tech Lead#tech-leadSenior›
• How do you coach your team to use AI effectively without over-reliance or blind trust?Tech Lead#tech-leadMiddle›
• How do you evaluate the ROI of bringing AI into your team's workflow?Tech Lead#tech-leadSenior›
• How do you describe a bug to an AI assistant so it can diagnose it accurately?AI-Assisted Development#aiMiddle›
• When should you ask an AI to write code from scratch versus only review or refactor existing code?AI-Assisted Development#aiMiddle›
• How do you use an AI assistant to write unit tests for an existing function?AI-Assisted Development#aiMiddle›
• How do you make an AI assistant follow your project's coding conventions?AI-Assisted Development#aiMiddle›
• How do you use an AI assistant to understand a large or unfamiliar codebase you just inherited?AI-Assisted Development#aiMiddle›
• Which repetitive development tasks are good to delegate to AI?AI-Assisted Development#aiJunior›
• How do you use AI to write technical docs, changelogs, and commit messages?AI-Assisted Development#aiJunior›
• How do you use AI to write data migration and format-conversion scripts?AI-Assisted Development#aiMiddle›
• How do you review AI-generated code so you don't trust it blindly?AI-Assisted Development#aiMiddle›
• How do you share just the relevant part of a large file with an AI to save tokens?AI-Assisted Development#aiMiddle›
• When should you summarize the conversation history instead of resending everything?AI-Assisted Development#aiJunior›
• How do you write a concise prompt that still carries enough context?AI-Assisted Development#aiJunior›
• How do you choose the right model tier given cost and latency tradeoffs?AI-Assisted Development#aiMiddle›
• How does an AI agent differ from a regular chatbot?AI-Assisted Development#aiJunior›
• What are Claude Code and Claude Cowork, and how do they help?AI-Assisted Development#aiJunior›
• How can a coding agent fix a bug, run tests, and commit while you stay in control?AI-Assisted Development#aiSenior›
• What are the risks of giving an AI agent permission to act, and how do you limit it safely?AI-Assisted Development#aiSenior›
• What is a "skill" in the AI context, and how do you build one for your workflow?AI-Assisted Development#aiMiddle›
• What is MCP (Model Context Protocol), and how does it connect AI to tools like Gmail, Drive, or Jira?AI-Assisted Development#aiMiddle›
• How do you build a plugin or app with AI inside, e.g. integrating the Claude API into a WordPress plugin?AI-Assisted Development#aiSenior›
• Can AI replace programmers yet? If not, what is still missing?AI-Assisted Development#aiMiddle›
• How do you expect the developer's role to change over the next five years?AI-Assisted Development#aiMiddle›
• Which developer skills become more important as AI handles routine code?AI-Assisted Development#aiMiddle›
• Do junior developers still have a path when AI does the basics they used to learn from?AI-Assisted Development#aiMiddle›
• Is AI an amplifier of a developer's ability or a threat to their job?AI-Assisted Development#aiMiddle›
• Does over-relying on AI dull a developer's problem-solving ability?AI-Assisted Development#aiMiddle›
• How do you apply AI in your coding workflow for maximum effectiveness?AI-Assisted Development#aiMiddle›
• Where is the line between using AI to go faster and using it to avoid understanding the problem?AI-Assisted Development#aiMiddle›
• What security and privacy considerations apply when sending company code to an AI tool?AI-Assisted Development#aiMiddle›
• How do you get a whole team to use AI consistently instead of everyone doing their own thing?AI-Assisted Development#aiMiddle›