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How many years of coding experience do you have?
Less than 1 year
1-3 years
3-5 years
5-10 years
10+ years
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What's your favorite AI-assisted coding tool in 2025?
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Claude Code
Cursor
Lovable
Leap.new
Replit
RooCode
Bolt
Pythagora
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How often do you ship something to production using AI coding tools?
Can be a feature, or a project
Daily
Weekly
Monthly
Rarely
Never
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How many iterations/prompts does it typically take to get something you are happy with using AI?
1 (one-shot success)
2-3 iterations
4-6 iterations
7-10 iterations
10+ iterations
It varies too much to say
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What percentage of your prompt-to-code actually makes it to production?
0-20%
21-40%
41-60%
61-80%
81-100%
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How do you handle AI token limits?
Pay for higher tiers when needed
Work within free tier constraints
Use multiple services to get more free tokens
Self-host open source models
Token limits aren't an issue for me
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How long did it take you to become productive with AI coding tools?
Immediate (under a day)
Quick (a few days)
Moderate (1-2 weeks)
Gradual (several weeks)
Still learning
Never became productive with them
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How important is it for you to understand the infrastructure behind your deployed applications?
Critical - I need complete control and understanding
Very important - I want to understand most aspects
Moderately important - I care about the major components
Slightly important - I just need basic knowledge
Not important - I prefer to focus only on application code
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What's the largest project you've built primarily with AI assistance?
Personal project/hobby
Small professional tool/feature
Medium-sized application
Large enterprise application
Full startup product
Haven't built anything substantial with AI
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What deployment methods do you use for AI-generated code?
PaaS (Vercel, Netlify, etc.)
Containerized (Docker, K8s)
Local servers/VPS
Integrated deployment
I don't deploy AI-generated code to production
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What's your biggest frustration with AI coding tools?
Token/usage limits
Hallucinations/incorrect code
Difficulty with complex projects
Poor integrations with existing workflow
Deployment challenges
Security concerns
Cost
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How do you validate AI-generated code before deploying?
Manual code review
Automated testing
Local testing
Gradual deployment (staging, etc.)
I trust it without extensive validation
Other (please specify)
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What's your preferred way to interact with AI coding tools?
Integrated in IDE
Chat interface (like ChatGPT)
CLI
Specialized web app (Lovable, etc.)
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Which AI models/services are you using with your coding tools?
OpenAI (GPT-4, etc.)
Anthropic Claude
Llama/Meta models
Google Gemini
Mistral
Cohere
Local models (Ollama, etc.)
Self-hosted open source models
None
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How do you collaborate with others when using AI coding tools?
Share prompts with team members
Pair programming with AI
Async reviews of AI-generated code
We have standardized prompt templates
We don't use AI tools collaboratively
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What's your 'hot take' on AI coding tools in 2025?
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Email address (optional, for sharing results)
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