Are you actually getting smarter with AI, or just moving faster toward the same mistakes?
Includes a personalized analysis written by Seth based on 20+ years of engineering and startup experience.
16 questions · ~3 minutes
Question 1 of 16Prompting & Context
How do you typically start a coding task with AI?
Question 2 of 16Judgment & Oversight
How do you handle AI-generated code you don't fully understand?
Question 3 of 16Tooling
What AI tools are part of your daily coding workflow?
Question 4 of 16Judgment & Oversight
When AI generates a bug, what do you do?
Question 5 of 16Prompting & Context
How do you handle context when working with AI on a large codebase?
Question 6 of 16Workflow Integration
How has AI changed your approach to testing?
Question 7 of 16Judgment & Oversight
What's your approach to AI security in code?
Question 8 of 16Workflow Integration
How do you decide whether to use AI for a task?
Question 9 of 16Judgment & Oversight
How often do you actually read AI-generated code line by line before committing?
Question 10 of 16Workflow Integration
How do you version control AI-assisted work?
Question 11 of 16Tooling
What happens when AI can't solve your problem?
Question 12 of 16Prompting & Context
How do you craft prompts for complex or specialized tasks?
Question 13 of 16Evaluation & Quality
How do you evaluate whether an AI-assisted feature actually works correctly at the edges?
Question 14 of 16Tooling
How do you stay current with new AI coding tools and capabilities?
Question 15 of 16Judgment & Oversight
If you had to reproduce your most recent AI-assisted feature from scratch without any AI help, how long would it take versus how long it took with AI?
Question 16 of 16Judgment & Oversight
What's your process for reviewing AI-generated architecture or design decisions?
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