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37,100
37,101
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
2
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PHP;PowerShell;Python;Ruby;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;Ruby;SQL
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB
MariaDB
NA NA
Yes
Docker;Make
Docker
Docker
NA NA
Yes
Angular;Drupal;jQuery;Node.js;Ruby on Rails;WordPress
Angular;Ruby on Rails
Angular;Ruby on Rails
NA NA
Yes
Vim
Vim
Vim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Fedora
Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
null
9
37,101
37,102
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
10
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Spain
EUR European Euro
84,000
Yes
Python
null
null
NA NA
Yes
Dynamodb;PostgreSQL
null
null
NA NA
Yes
Datadog;Pip;Poetry;Terraform
null
null
NA NA
Yes
FastAPI
null
null
NA NA
null
null
null
null
NA NA
Pydantic
null
null
null
null
MacOS
MacOS
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
null
null
null
null
null
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Creating or maintaining documentation
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Testing code;Committing and reviewing code
null
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something
Any engineering ones
97,452
10
37,102
37,103
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
7
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
4
Romania
RON Romanian leu
213,210
Yes
Bash/Shell (all shells);C++;Python;Rust;TypeScript
Elixir
null
NA NA
Yes
SQLite
Cosmos DB;Redis
null
NA NA
No
null
null
null
NA NA
Yes
React
Angular;Phoenix
null
NA NA
No
null
null
null
NA NA
c++23
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
null
Confluence;Doxygen;Redmine
null
null
NA NA
Stack Overflow;Reddit;Hacker News;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Committing and reviewing code
Project planning;Debugging or fixing code;Predictive analytics
Learning about a codebase;Writing code;Testing code;Deployment and monitoring
Learning new concepts or technologies
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Personalized agent creation
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
GitHub MCP Server
null
phidata
null
Grafana + Prometheus
null
Claude Code
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
algorithms, problem solving, data structures. AI can't choose the best solution always
48,985
8
37,103
37,104
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
10
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C;C++;Java;MicroPython;Python
C;C++;Java;MicroPython;Python;Rust
C;C++;Java;MicroPython;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
c++23;uv
c++23
null
null
Windows;Ubuntu;Arch
Windows
null
null
null
Trac NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Debugging, software architecture
null
null
37,104
37,105
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
6
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
null
India
INR Indian rupee
240,000
Yes
C;HTML/CSS;Java;JavaScript;Python;R;SQL;TypeScript
C;Dart;HTML/CSS;Java;JavaScript;Python;SQL
C;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
null
MongoDB;PostgreSQL
MongoDB;MySQL;PostgreSQL
MongoDB;PostgreSQL
NA NA
null
Pip
Amazon Web Services (AWS);Google Cloud;Heroku;IBM Cloud;Pip;Vercel
Pip
NA NA
Yes
Express;NestJS;Node.js;React;Vue.js
Express;NestJS;Node.js;React;Vue.js
Express;NestJS;Node.js;React;Vue.js
NA NA
Yes
Android Studio;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Google Workspace;Stack Overflow for Teams
GitHub;Google Workspace;Stack Overflow for Teams
GitHub;Google Workspace;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Less than one year
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code
Debugging or fixing code
Generating content or synthetic data
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
ChatGPT
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
2,790
7
37,105
37,106
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
17
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
15
5
Australia
AUD Australian dollar
160,000
null
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
Dynamodb;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Ansible;Docker;Google Cloud;Microsoft Azure;Netlify;npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vercel;Vite
null
null
NA NA
Yes
Django;FastAPI;Flask;jQuery;Next.js;Node.js;React;Svelte
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;Shadcn/ui;uv
null
null
null
null
Windows;Ubuntu;Android
Windows;Ubuntu
GitHub;GitLab;Google Workspace;Jira;Markdown File;Obsidian;YouTrack
null
null
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);X;LinkedIn;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
null
No, not at all
About half of the time
Yes, I use AI tools daily
Very unfavorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
Documenting code;Creating or maintaining documentation
Writing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes, I have created full-stack applications where I only understood at a very high level what the components were doing
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Cybersecurity
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
Redis;LanceDB;pgvector
null
null
pocketflow
Grafana + Prometheus;Langfuse
null
ChatGPT;GitHub Copilot;Google Gemini;v0.dev
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
critical thinking, systematic thinking, problem solving
104,015
0
37,106
37,107
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,107
37,108
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
12
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
30
10
Australia
AUD Australian dollar
96,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Python;Ruby;SQL;TypeScript
null
null
NA NA
Yes
Cassandra;Dynamodb;H2;MySQL;PostgreSQL;Redis;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Gradle;Heroku;Homebrew;Make;Maven (build tool);New Relic;npm;Pip;Terraform;Webpack;Yarn
null
null
NA NA
Yes
Express;FastAPI;Next.js;React;Ruby on Rails;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Notion
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Predictive analytics
null
Debugging or fixing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Data and analytics
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
62,409
8
37,108
37,109
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other (please specify):
5
Student
null
null
null
null
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
null
null
No
null
5
null
United Arab Emirates
AED United Arab Emirates dirham
null
Yes
C#;Elixir;HTML/CSS;JavaScript;Python;SQL;TypeScript
Elixir;Go;HTML/CSS;JavaScript;TypeScript
Elixir;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
npm;pnpm;Vite;Webpack;Yarn
Cloudflare;Docker;Kubernetes;pnpm;Vite
pnpm;Vite
Mix Mix
Yes
Express;FastAPI;Flask;Next.js;Node.js;React
Express;Next.js;Phoenix;React
Express;Next.js;React
NA NA
Yes
Cursor;Neovim;Visual Studio Code;Zed
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Daily or almost daily
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Being skeptic and willing to learn new things, rather than giving work to AI.
null
5
37,109
37,110
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
35
Founder, technology or otherwise
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Transportation, or Supply Chain
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
Portugal
EUR European Euro
96,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL
NA NA
Yes
Databricks SQL;Elasticsearch;Redis
Databricks SQL;Elasticsearch;Redis
Databricks SQL;Elasticsearch;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Kubernetes;Make;Pacman;Poetry
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Kubernetes;Make;Pacman;Poetry
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Kubernetes;Make;Pacman;Poetry
NA NA
Yes
Laravel;WordPress
Laravel;WordPress
Laravel;WordPress
NA NA
Yes
IntelliJ IDEA;Neovim;PhpStorm;PyCharm;RustRover;Zed
Neovim;Zed
Neovim;Zed
NA NA
Ollama;uv
Polars;RAG;Ollama;uv
Ollama;uv
null
null
Arch
Arch
GitHub;GitLab;Google Workspace;Jira;Notion
GitHub;GitLab;Google Workspace;Jira;Notion
GitHub;GitLab;Google Workspace;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Debugging or fixing code
Learning about a codebase
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing;Vector databases for AI applications;MCP servers
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
Redis;Neo4j;supabase;pgvector
null
Llama Index;LangChain
null
Sentry
null
GitHub Copilot
zed
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
111,374
6
37,110
37,111
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
26
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
42
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Fintech
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
2
20
South Africa
ZAR South African rand
2,500,000
Yes
Delphi;SQL
C++;Delphi;SQL
Delphi;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code
Claude Code
Claude Code
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
Asana;Jira;Microsoft Planner
Microsoft Planner
Microsoft Planner
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I need quick help troubleshooting
Problem solving
140,947
8
37,111
37,112
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
10
AI/ML engineer
20 to 99 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Greece
EUR European Euro
68,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis
Elasticsearch;MongoDB;PostgreSQL;Redis
Elasticsearch;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip
Docker;Kubernetes;Pip
Docker;Kubernetes;Pip
uv,helm uv,helm
Yes
FastAPI
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Vim
Jupyter Notebook/JupyterLab;PyCharm;Vim
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;LangGraph;uv
Large Language Model;Pydantic;RAG;Google Gemini;uv
Large Language Model;Pydantic;RAG;Google Gemini;uv
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Clickup;Confluence;GitHub;Google Colab;Jira
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code
Committing and reviewing code;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I use AI tools for assistance, but I always write or at least double check the code myself.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Higher-level concepts (e.g. for ML an understanding of the theory behind it). Business knowledge also cannot be replaced by AI. High proficiency with using AI tools.
78,890
7
37,112
37,113
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
30
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
4
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
55,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL
Go;Kotlin
null
NA NA
Yes
MariaDB;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Pip;Terraform
Ansible;Prometheus
null
NA NA
Yes
Flask
Node.js;React
null
NA NA
Yes
Claude Code;Vim
Neovim
null
NA NA
Google Gemini
null
null
null
null
Debian;Linux (non-WSL)
Windows;Debian
GitHub;GitLab;Stack Overflow for Teams;Wikis
Airtable
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Creating or maintaining documentation
null
Testing code
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
yes "vibe codeing" is part of my process
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
null
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding the code and how it works.
74,878
6
37,113
37,114
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media
20
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,114
37,115
I code primarily as a hobby
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
5
System administrator
null
null
null
null
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
null
null
null
null
null
50
France
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Perl;PHP;PowerShell;Python;SQL;VBA;Visual Basic (.Net)
null
null
vs phyton
Yes
BigQuery;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake;SQLite;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Docker;Google Cloud;Heroku;Netlify;npm;NuGet;Pip;pnpm;Supabase;Vite;Yarn
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Drupal;FastAPI;Next.js;Node.js;React;Vue.js;WordPress
null
null
NA NA
Yes
Bolt;Claude Code;Eclipse;PhpStorm;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;hostinger;Large Language Model;Google Gemini;Ollama
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
null
GitHub;GitLab;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Less than one year
I have never participated in Q&A on Stack Overflow
Coding challenges
Bookmark posts to look at later NA
Not sure
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
Search for answers;Other (write in):
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning
Debugging AI-generated code is more time-consuming
ollama
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
GitHub MCP Server;supabase
claude ai
Ollama;OpenRouter
null
Protect AI
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Replit;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
more strong with ai
null
null
37,115
37,116
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Books / Physical media;School (i.e., University, College, etc)
6
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,116
37,117
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
17
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
Yes
I have transitioned into a new career and/or industry voluntarily
10
5
Germany
EUR European Euro
73,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;SQL;TypeScript
C#;HTML/CSS;PowerShell;SQL;TypeScript
C#;HTML/CSS;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;SQLite
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet
Docker;Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Node.js;React
ASP.NET;ASP.NET Core;Blazor;Node.js;React
ASP.NET;ASP.NET Core;Blazor;Node.js;React
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows;Android;iOS;iPadOS
Windows
Azure Devops;Confluence;Jira;Markdown File;Notion
Azure Devops;Confluence;Jira;Markdown File;Notion
Azure Devops;Confluence;Jira;Markdown File;Notion
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
null
null
null
Other (write in):
No, I don’t generate much code, mostly I use it for refactoring and debugging.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Data and analytics
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
84,691
9
37,117
37,118
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, back-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
0
Czech Republic
CZK Czech koruna
1,999,800
Yes
HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
NA NA
Yes
BigQuery;Microsoft SQL Server;MySQL;PostgreSQL
Oracle;PostgreSQL
PostgreSQL
NA NA
Yes
APT;Chocolatey;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm
APT;Chocolatey;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm;Prometheus;Yarn
APT;Chocolatey;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm
NA NA
Yes
Angular;jQuery;React;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Nano;Visual Studio Code;WebStorm
IntelliJ IDEA;Nano;Visual Studio Code
IntelliJ IDEA;Nano;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Asana;Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting
all skills, maybe easy frontend related tasks can be automated, but ai will never understand business
93,602
9
37,118
37,119
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
11
Developer, mobile
500 to 999 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Other (please specify): Known to support Russian aggression
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,119
37,120
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Stack Overflow or Stack Exchange
100
Data engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reliability and low latency NA
Poor usability NA
Banking/Financial Services
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
4
5
Italy
EUR European Euro
38,000
Yes
C++;Go;HTML/CSS;Python;TypeScript
C++;Rust
C++
NA NA
Yes
BigQuery;Microsoft SQL Server;Oracle
null
null
NA NA
Yes
Docker;Google Cloud;Vite
Docker;Google Cloud;Vite
Docker;Google Cloud;Vite
NA NA
Yes
FastAPI;Svelte
FastAPI;Svelte
FastAPI;Svelte
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;iOS
Windows;iOS
Jira
Jira
Jira
Bitbucket NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
44,086
5
37,120
37,121
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
9
Developer, mobile
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
null
Yes
Dart;Kotlin
Dart;Kotlin;Python
Dart;Kotlin
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Xcode
Android Studio;Xcode
Android Studio;Xcode
NA NA
Google Gemini
hostinger;Large Language Model;Google Gemini
Google Gemini
null
null
MacOS;iOS
MacOS;Android;iOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
A few times per month or weekly
Chat (people);Videos;Direct messaging of users;Chat (bot/AI)
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
7
37,121
37,122
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
5
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
2
Italy
EUR European Euro
31,000
Yes
C#;HTML/CSS;JavaScript;PHP;Python;Visual Basic (.Net)
C#;HTML/CSS;JavaScript
C#;HTML/CSS;JavaScript
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Vue.js
ASP.NET;ASP.NET Core;Laravel;Vue.js
ASP.NET;ASP.NET Core;Vue.js
AlpineJS AlpineJS
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu
Windows;Ubuntu
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Videos
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase
null
Project planning;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Search for answers
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;Microsoft Copilot;Perplexity
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
null
35,965
8
37,122
37,123
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
22
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Switzerland
CHF Swiss franc
125,000
Yes
C#;C++;Dart;Delphi;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Dart;HTML/CSS;SQL
C#;Dart;HTML/CSS;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Claude Code;Cursor;Notepad++;Rider;Visual Studio;Visual Studio Code
Claude Code;Notepad++;Rider;Visual Studio;Visual Studio Code
Claude Code;Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows
Windows
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Reddit;X;YouTube
Stack Overflow;Reddit;X;YouTube
Stack Overflow;Reddit;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
154,991
7
37,123
37,124
I am learning to code
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
6
Yes, I am new to coding or currently a student
Games or coding challenges
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,124
37,125
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media
15
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,125
37,126
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
10
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
4
Germany
EUR European Euro
60,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Rust;Swift
null
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Redis
null
NA NA
Yes
Ansible;Docker;Gradle;Make;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;pnpm;Vite;Webpack;Yarn
Bun;Kubernetes;Netlify;Podman;Vercel
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Express;jQuery;Next.js;Node.js;Svelte
Astro;Blazor;NestJS;Nuxt.js;React;Ruby on Rails;Vue.js
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;c++23;Tailwind CSS 4
null
null
null
null
Windows;Ubuntu;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Markdown File;Obsidian
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Not at all
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Robotics
null
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
Grafana + Prometheus
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Realistic problem solving and evaluation
69,609
9
37,126
37,127
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Germany
EUR European Euro
91,000
Yes
Bash/Shell (all shells);Java;Kotlin;SQL
Kotlin
Kotlin
NA NA
Yes
MariaDB;Oracle
MariaDB
MariaDB
NA NA
Yes
Ansible;Docker;Firebase;Gradle;Maven (build tool)
Ansible;Docker;Firebase;Gradle;Maven (build tool)
Ansible;Docker;Firebase;Gradle;Maven (build tool)
NA NA
Yes
jQuery;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA
Android Studio;IntelliJ IDEA
Android Studio;IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Android;iPadOS
MacOS;iOS;iPadOS
Azure Devops;Confluence;GitHub;Google Workspace
Confluence;Jira
Confluence
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
A few times per month or weekly
Chat (bot/AI)
Ask a question NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Analysis of complex issues across multiple systems and applications, especially involving knowledge of past problems or things you picked up from meetings and pull requests
105,573
7
37,127
37,128
I am a developer by profession
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,128
37,129
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
12
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Romania
RON Romanian leu
270,000
Yes
C;C#;C++;Elixir;Erlang;Go;Java;JavaScript;Lua;Python;TypeScript
C;C++;Elixir;Erlang;Go;Lua
C;C++;Elixir;Erlang;Go;Lua
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Valkey
Cassandra;Elasticsearch;PostgreSQL;Clickhouse;Cockroachdb;Valkey
Elasticsearch;PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Prometheus;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js;Phoenix
Phoenix
Phoenix
NA NA
Yes
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
Neovim;Vim;Zed
Neovim;Vim
NA NA
Shadcn/ui
Shadcn/ui
Shadcn/ui
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;NixOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
null
null
null
Copilot Copilot
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not at all
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Hell no. While at it, why not “vibe lawyering”. People are crazy.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecture
62,032
5
37,129
37,130
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
15
Other (please specify):
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
2
Nepal
USD United States dollar
50,000
Yes
JavaScript;Python;Rust;TypeScript
Rust
Rust
Haskell Haskell
Yes
SQLite
SQLite;Cockroachdb
SQLite
NA FoundationDB
Yes
Cargo;Docker;Make;pnpm;Prometheus;Vite
Ansible;Cargo;Docker;pnpm;Prometheus;Vite
Cargo;Docker;pnpm;Prometheus;Vite
Just, nix Just, nix
Yes
Axum
Axum
Axum
NA NA
Yes
Neovim;RustRover;Visual Studio Code;Zed
Neovim
Neovim
NA NA
Large Language Model;Pydantic;uv
Large Language Model;Pydantic;uv
Large Language Model;Pydantic;uv
null
null
MacOS;NixOS
MacOS
GitHub;Jira;Markdown File;Notion;Redmine
GitLab;Jira;Markdown File;Notion;Obsidian
Jira;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet
null
Copilot Copilot
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Logic games/puzzles
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers
Committing and reviewing code
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Learning new concepts or technologies
Generating content or synthetic data
AI solutions that are almost right, but not quite
No.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Architecting distributed systems and writing scalable/maintainable code.
50,000
9
37,130
37,131
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
14
Data engineer
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Transportation, or Supply Chain
Expert mentors NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
135,000
Yes
C#;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C;Go;Kotlin;Python;Rust;SQL;TypeScript
Go;Python;SQL;TypeScript
NA NA
Yes
DuckDB;Microsoft SQL Server;Redis;Snowflake;SQLite
DuckDB;Microsoft SQL Server;PostgreSQL;Redis;Snowflake;SQLite
DuckDB;Microsoft SQL Server;Redis;Snowflake;SQLite
NA NA
Yes
APT;Docker;Microsoft Azure;npm;Pip;Vite
APT;Docker;Microsoft Azure;Pip;Terraform;Vite
APT;Docker;Microsoft Azure;Pip;Vite
NA NA
Yes
FastAPI;Flask;React
Django;FastAPI;Flask;React;Svelte;Vue.js
FastAPI;Flask;React
NA Htmx
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Android Studio;Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Windsurf
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Large Language Model;Ollama
Tailwind CSS 4;Polars;Pydantic;RAG;Microsoft Fabric;Shadcn/ui;Ollama
Ollama
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
Testing code
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
In exploratory stages only
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
When to delete requirements, when to say no, taste, deciding on the best code style for a project, refactoring to delete code (AI has a bias towards increasing codebase size, valuable to counteract that with creative destruction)
135,000
6
37,131
37,132
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
15
20
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C;C++;Groovy;Python
Bash/Shell (all shells);C;C++
Bash/Shell (all shells);C;C++
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Make;MSBuild;Ninja;Pip
Amazon Web Services (AWS);APT;Make
Amazon Web Services (AWS);APT;Make
Proxmox Proxmox
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL);Arch
Windows;Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Jira
Doxygen;GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;Other (please specify):
null
null
6
37,132
37,133
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media
19
Other (please specify):
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Other:
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Spain
EUR European Euro
58,813
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
68,232
null
37,133
37,134
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
9
Developer, front-end
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Bulgaria
BGN Bulgarian lev
76,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Digital Ocean;Docker;Firebase;Heroku;npm;Webpack
null
null
NA NA
Yes
Angular;AngularJS;Express;jQuery;Next.js;Node.js;React;WordPress
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
null
null
null
null
Windows
null
GitLab;Jira
null
null
NA NA
Stack Overflow;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Writing code;Debugging or fixing code;Predictive analytics;Search for answers
Learning about a codebase;Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
seeing the bigger picture of a project( code, deployment, testing, security, integration) AI is good for simpler things outside of context
45,073
5
37,134
37,135
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
9
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Ethical concerns NA
Energy
Collaboration and support from a team NA
Yes
I have transitioned into a new career and/or industry voluntarily
7
4
France
EUR European Euro
50,000
Yes
C#;JavaScript;PowerShell;SQL;TypeScript;VBA;Visual Basic (.Net)
C#;SQL;VBA;Visual Basic (.Net)
C#;SQL;VBA;Visual Basic (.Net)
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code;Windsurf
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android;Linux (non-WSL)
Windows;Android
Azure Devops;Wikis
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;YouTube;Medium;Company-sponsored forums
Stack Overflow;Reddit;YouTube;Medium;Company-sponsored forums
Stack Overflow;Reddit;YouTube;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No it isn't, I use AI very occasionally
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Human skills, technical skills in secretive or sensitive environments, real-world problems translation into code
58,007
7
37,135
37,136
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
5
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Good brand and public image NA
Prohibitive pricing NA
Transportation, or Supply Chain
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
20
50
Croatia
EUR European Euro
19,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Prolog;Python;SQL;Visual Basic (.Net)
Assembly;C;C++;HTML/CSS;JavaScript;PowerShell;Prolog;Python;SQL
HTML/CSS;JavaScript;PowerShell;Prolog;Python;SQL
NA NA
Yes
Microsoft SQL Server;Neo4J;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;Pip
Docker;Microsoft Azure;npm;NuGet;Pip
Docker;Microsoft Azure;npm;NuGet;Pip
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
Neovim;Notepad++;PyCharm;Visual Studio;Visual Studio Code
Neovim;Notepad++;PyCharm;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Reddit;Hacker News;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hacker News;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hacker News;YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
Less than once per month or monthly
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Testing code;Generating content or synthetic data
Creating or maintaining documentation
Learning about a codebase
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, for prototypes,PoC and for UI parts that need a quick overhaul whilst not changing functionality
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
Neo4j;pgvector
null
Semantic Kernel
null
null
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Connecting the dots and getting the bogegr picture of a specific domain problem
22,043
8
37,136
37,137
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
10
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Transportation, or Supply Chain
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Poland
PLN Polish zloty
72,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
C;C++;Rust;SQL
SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Arch
Windows;Debian
GitHub;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Common sense, and reading comprehension.
19,649
5
37,137
37,138
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Student
null
null
null
null
School
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
6
Czech Republic
CZK Czech koruna
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,138
37,139
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
10
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Spain
EUR European Euro
65,000
Yes
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP
NA NA
Yes
BigQuery;MariaDB;MySQL;Redis
MariaDB;MySQL;Redis
MariaDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Homebrew;npm
Amazon Web Services (AWS);Composer;Homebrew;npm
Amazon Web Services (AWS);Composer;Homebrew;npm
NA NA
Yes
jQuery;Laravel;Nuxt.js
Laravel
Laravel
NA NA
Yes
IntelliJ IDEA;PhpStorm;Vim
IntelliJ IDEA;PhpStorm;Vim
IntelliJ IDEA;PhpStorm;Vim
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
MacOS;Linux (non-WSL)
Confluence;GitHub;Miro
Confluence;GitHub
Confluence;GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Project planning;Predictive analytics
null
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics;Customer service support;Marketing
Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
Sentry;Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
75,410
9
37,139
37,140
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, QA or test
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Energy
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
null
France
EUR European Euro
40,000
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
RobotFramework RobotFramework
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
In 3-5 years, I hope that the energy consumption of IA will be too big to be sustained, so IA will have shut down or receded
46,406
8
37,140
37,141
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
3
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
null
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
5
6
Saudi Arabia
SAR Saudi Arabian riyal
10,000
Yes
HTML/CSS;JavaScript;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA ABAP
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
UI5 NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android;Debian;Linux (non-WSL);Pop!_OS
Windows
GitHub
GitHub
GitHub
NA NA
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code
Testing code
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Technical analysis
2,666
null
37,141
37,142
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
30
Project manager
20 to 99 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry involuntarily
10
null
Czech Republic
CZK Czech koruna
null
Yes
HTML/CSS;Java;JavaScript;Kotlin;SQL
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
null
null
5
37,142
37,143
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
42
Other (please specify):
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Good brand and public image NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
10
10
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lua;Perl;Python;SQL;TypeScript
null
null
Julia NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Maven (build tool);npm;Terraform;Vite;Yarn
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);npm;Terraform;Vite;Yarn
Amazon Web Services (AWS);Docker;Homebrew;Maven (build tool);npm;Terraform;Vite;Yarn
NA NA
Yes
React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Other (write in):
Other (write in):
great for syntactical draft solutions in languages i rarely use
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
null
9
37,143
37,144
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
22
Developer, full-stack
1,000 to 4,999 employees
null
null
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Recognition from leadership for your work NA
Yes
I have neither consider or transitioned into a new career or industry
4
0
Turkey
TRY Turkish lira
2,700,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;Python;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL
Elasticsearch;Microsoft SQL Server;MongoDB
NA NA
Yes
npm;NuGet
Docker;Kubernetes;npm;NuGet
npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET;Django;jQuery
ASP.NET;jQuery
NA NA
Yes
Visual Studio
PyCharm;Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
Windows
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
68,169
8
37,144
37,145
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
5
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
3
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
44,044
Yes
Python;TypeScript
C#
null
NA NA
Yes
Cassandra;Cosmos DB;PostgreSQL
null
null
NA NA
Yes
Microsoft Azure;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
PyCharm
null
null
NA NA
Pydantic
null
null
null
null
Windows
Ubuntu
GitHub;Jira;Obsidian
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code
null
Testing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
null
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;Other (please specify):
null
59,962
10
37,145
37,146
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
16
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
1
Saudi Arabia
SAR Saudi Arabian riyal
null
Yes
Python;SQL
Python;SQL;TypeScript
Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Django
Django;FastAPI;Next.js
Django
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Microsoft Planner
Microsoft Planner
Microsoft Planner
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
Less than once per month or monthly
Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
problem solving skills
null
10
37,146
37,147
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
25
Architect, software or solutions
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
90,000
Yes
Java;JavaScript;SQL
Java;Kotlin
Java
NA NA
Yes
Cloud Firestore;Dynamodb;PostgreSQL
MongoDB;PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Maven (build tool);Microsoft Azure;npm
Docker;Google Cloud;Kubernetes;Maven (build tool)
Docker;Google Cloud;Kubernetes;Maven (build tool)
NA NA
Yes
jQuery
null
null
Quarkus Quarkus, Ktor
Yes
IntelliJ IDEA;Notepad++
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File
GitHub;GitLab;Markdown File;Stack Overflow for Teams
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Generating content or synthetic data
null
Search for answers
AI solutions that are almost right, but not quite
Hell no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Communication and learning. You can only benefit from AI if you use it to epxand your own horizon and IT is and always will be a bout working with people.
104,413
8
37,147
37,148
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
18
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
5
United States of America
USD United States dollar
250,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Ruby;Scala;SQL;TypeScript
Bash/Shell (all shells);Go;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);Go;Python;Scala;SQL;TypeScript
NA NA
Yes
BigQuery;Elasticsearch;PostgreSQL;Redis
BigQuery;Elasticsearch;InfluxDB;PostgreSQL;Redis
BigQuery;Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;Kubernetes;Make;npm;Pip;pnpm;Poetry;Terraform;Vite;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Terraform
NA NA
Yes
FastAPI;React;Ruby on Rails;Vue.js
FastAPI;React;Vue.js
FastAPI;React;Vue.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Windsurf
Aider;Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Windsurf
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Windsurf
NA NA
Large Language Model;Pydantic;Ollama;LangGraph;uv
Polars;Large Language Model;Pydantic;uv
Large Language Model;Pydantic;uv
null
null
MacOS;Linux (non-WSL)
MacOS;Linux (non-WSL)
Asana;Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Anthropic: Claude Sonnet;Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Other (write in):
Documenting code;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Decision intelligence;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Ollama;LangChain;LangGraph
null
Grafana + Prometheus
null
ChatGPT;Claude Code;Google Gemini
Windsurf
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ideation: AIs only ever follow prompts and do a poor job exploring alternative solutions without significant human context
250,000
8
37,148
37,149
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Energy
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
7
3
France
EUR European Euro
34,000
Yes
C;C++;HTML/CSS;JavaScript;PHP;TypeScript
C;C++;HTML/CSS;JavaScript;PHP;TypeScript
C;C++;HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL
NA NA
Yes
APT;Composer;Docker;Microsoft Azure;npm
APT;Composer;Docker;Make;npm
APT;Composer;Docker;npm
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
PhpStorm;Rider
PhpStorm;Rider
PhpStorm;Rider
CLion CLion
null
null
null
null
null
Ubuntu
Ubuntu
Azure Devops;GitHub;Trello
GitHub
GitHub
NA NA
Hacker News
Hacker News
Hacker News
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Committing and reviewing code
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, and I don't plan to
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
Language processing
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Comparing multiple solution to a problem
39,445
9
37,149
37,150
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Developer, front-end
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
6
Romania
EUR European Euro
22,000
Yes
HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;SQL;Swift;TypeScript
HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
H2;MariaDB;SQLite
Elasticsearch;Firebase Realtime Database;H2;MariaDB;SQLite
H2;MariaDB;SQLite
AppwriteDB AppwriteDB
Yes
Chocolatey;Docker;Gradle;Maven (build tool);npm;Vite;Webpack;Yarn
Docker;Gradle;Maven (build tool);npm;Vite;Webpack;Yarn
Docker;Gradle;Maven (build tool);npm;Vite;Webpack;Yarn
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Deno;Next.js;Node.js;Vue.js
Angular;Node.js
Ionic, Capacitor Ionic, Capacitor
Yes
Android Studio;IntelliJ IDEA;Notepad++
Android Studio;IntelliJ IDEA;Notepad++;Xcode
Android Studio;IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Windows;iOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File;YouTrack
GitHub;GitLab;Markdown File;YouTrack
GitHub;GitLab;Markdown File;YouTrack
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Project planning;Committing and reviewing code
Testing code;Predictive analytics
Documenting code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Not at all!
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Ux design, Software architecture, Creative approach to new problems that might emerge
25,523
7
37,150
37,151
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, back-end
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Fintech
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
India
INR Indian rupee
1,600,000
No
null
null
null
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis;Valkey
Cockroachdb
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Ninja
null
null
NA NA
Yes
Django;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
MacOS
Confluence;Doxygen;Miro;Notion
null
null
NA NA
Stack Overflow;Discord;Reddit
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Search for answers;Learning new concepts or technologies
Writing code;Debugging or fixing code;Committing and reviewing code
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
IT operations;Data and analytics
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
AI agents have helped me solve complex problems more effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Google Gemini
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting
null
18,598
8
37,151
37,152
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
43
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
20
null
Spain
EUR European Euro
null
Yes
C#;Dart;HTML/CSS;JavaScript;PHP;PowerShell;SQL;VBA
C#;Dart;HTML/CSS;JavaScript;Kotlin;Python;SQL
C#;Dart;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Composer;Microsoft Azure;NuGet
APT;NuGet
APT;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;WordPress
ASP.NET Core;jQuery
ASP.NET Core;jQuery
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Debian
Windows;Ubuntu;Android
Azure Devops;Confluence;GitHub;Jira;Stack Overflow for Teams
Azure Devops;GitHub;Jira;Stack Overflow for Teams
Azure Devops;GitHub;Jira;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Job board
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Learning about a codebase
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
AI won't become more capable, we are in a mesa and it won't be different unless new breaking innovations change the paradigms. LLM reached it's top, there is no more room for important improvements.
null
9
37,152
37,153
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, back-end
500 to 999 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable compatibility with current infrastructure
Other (please specify): incompatibility with current infrastructure
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
3
Iran, Islamic Republic of...
IRR Iranian rial
200,000,000
Yes
C#;JavaScript;SQL
C#;Rust;SQL
C#;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
ASP.NET Core;Node.js
ASP.NET Core;Blazor;Vue.js
ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher
null
null
Windows;Android
Windows
Azure Devops;GitHub;GitLab;Markdown File
Azure Devops;GitHub;Markdown File;Microsoft Planner
Azure Devops;GitHub;Markdown File
swagger swagger
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
Microsoft Phi-4 models;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Learning new concepts or technologies
Project planning;Writing code;Search for answers
Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Generating content or synthetic data
Other (write in):
Other (write in):;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Decision intelligence;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
considering problems from all aspects
4,748
7
37,153
37,154
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
12
Developer, back-end
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
6
7
Czech Republic
CZK Czech koruna
600,000
Yes
C++;Delphi;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C++;Delphi;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C++;Delphi;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Composer;Heroku;Webpack
Composer;Webpack
Composer;Webpack
NA NA
Yes
jQuery;Symfony
jQuery;Symfony
jQuery;Symfony
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Android
Windows;Ubuntu
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
null
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
28,083
5
37,154
37,155
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,155
37,156
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
28
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
20
Netherlands
EUR European Euro
82,000
Yes
C#;SQL
C#;Python;SQL
C#;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;Redis
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Pip;Terraform
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Pip
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Pip
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Ubuntu;Android
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;Miro
Azure Devops;Miro
Azure Devops;Miro
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Ask a question NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
No, I only use LLM to help with small parts of my development work.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
Making the translation between vague business needs and automation/code
95,132
7
37,156
37,157
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Denmark
DKK Danish krone
null
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL
null
null
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;Pip;Prometheus;Vite
null
null
NA NA
Yes
ASP.NET Core;Node.js;React
null
null
NA NA
Yes
Neovim;Notepad++;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
Azure Devops
null
null
NA NA
Discord;YouTube
Discord;YouTube
Discord;YouTube
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
fuck no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
CI/CD and automation seems difficult to fully convert to an AI workflow. Especially with some of the insane infrastructure you sometimes see.
null
7
37,157
37,158
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
28
Other (please specify):
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;Python;SQL
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Ansible;Docker;Homebrew;npm;Pip
null
null
NA NA
Yes
Django;jQuery;Node.js
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;iOS;Debian;iPadOS
MacOS;Debian;Linux (non-WSL);Arch;Red Hat
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA Phoenix
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
null
A few times per month or weekly
null
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Deployment and monitoring;Search for answers
null
null
AI solutions that are almost right, but not quite;Other (write in):
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Software engineering, i.e. knowing how to work in a team on development of software in all phases: planning, requirements gathering, design, implementation, and quality assurance. Knowing the best processes, roles, and responsibilities is still the best way to produce quality software.
null
7
37,158
37,159
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
8
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Prohibitive pricing NA
Banking/Financial Services
Developing specialized expertise NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
Portugal
EUR European Euro
24,500
Yes
C++;Java;JavaScript;PowerShell;SQL;TypeScript
Kotlin
null
NA NA
Yes
Microsoft SQL Server
MySQL;PostgreSQL
null
NA NA
Yes
Kubernetes;Maven (build tool);Microsoft Azure;npm;Vite
null
null
NA NA
Yes
jQuery;Node.js
null
null
NA NA
Yes
IntelliJ IDEA;Rider;Visual Studio Code;WebStorm
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows
Windows
Azure Devops
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Deployment and monitoring
Project planning;Predictive analytics;Generating content or synthetic data
null
null
Other (write in):
Vibe coding is not part of my professional development work. It is rare that I use AI to generate code. And when I do, I don't straight up copy and paste it. I use it as a base to implement it myself
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Critical thinking and complete software engineering skills. In order to guide AI to produce good code, that follows best practices and software patterns, first, the developer needs to know about them. And then, he needs to be able to look at the code and verify that the AI produced code that follows said best practices and applies the mentioned software patterns
28,424
8
37,159
37,160
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
14
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
4
Croatia
EUR European Euro
65,280
Yes
HTML/CSS;JavaScript;MicroPython;Python;SQL;TypeScript
Rust
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
Yes
Digital Ocean;Docker;Pip;Vite;Webpack
Kubernetes
null
NA NA
Yes
Flask;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Pydantic;Ollama
Google Gemini
null
null
null
Windows;MacOS;Ubuntu;Debian
Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Deployment and monitoring
Committing and reviewing code
Project planning
Search for answers
Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, its good for getting started if something needs to be done for Demo or I need mockup
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Experience learnt before using AI
75,734
8
37,160
37,161
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
26
DevOps engineer or professional
null
null
null
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
4
2
Uruguay
UYU Uruguayan peso
3,360,000
Yes
Bash/Shell (all shells);Java;Python
null
null
NA NA
Yes
null
null
null
HBase NA
Yes
Docker;Pip;Terraform
null
null
Hetzner cloud NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio Code;VSCodium
null
null
NA NA
null
null
null
null
null
Ubuntu
null
Confluence;GitHub;Jira;Notion
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
All
82,888
8
37,161
37,162
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
15
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Poor usability NA
Fintech
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
HTML/CSS;Java;JavaScript;Python;TypeScript
Go
null
NA NA
Yes
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker
Amazon Web Services (AWS);Digital Ocean;Docker
Amazon Web Services (AWS);Digital Ocean;Docker
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Jira;Markdown File
Jira;Markdown File
Jira;Markdown File
NA NA
Stack Overflow;YouTube;Substack
Stack Overflow;YouTube;Substack
Stack Overflow;YouTube;Substack
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
project design and problem analysis
null
5
37,162
37,163
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Other (please specify):
null
null
null
null
Work
Reputation for quality NA
Security or privacy concerns NA
null
Control over the level of quality in projects NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
2
Lebanon
USD United States dollar
null
Yes
Assembly;C++;HTML/CSS;Java;JavaScript;Python;SQL
C#;C++;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
C++;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu;Debian;Linux (non-WSL)
null
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Deployment and monitoring
Project planning;Writing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
I do not prefer the vide coding, and I think that it's something that will lead to a problem in the tech world at the future, as a lot of projects are published today that are developed based on AI prompts without reviewinh the code and specially the privacy part
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;Data and analytics;Customer service support
Language processing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
data structures and algorithms, and problem solving skills, and system design and architectures
null
5
37,163
37,164
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
4
Student
null
null
null
null
School
Easy-to-use API NA
Prohibitive pricing forced AI assistance
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
2
Greece
EUR European Euro
0
Yes
Assembly;Bash/Shell (all shells);C;C++;Java;JavaScript;Python
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
crystal NA
Yes
Firebase Realtime Database;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Node.js;React;Spring Boot
null
null
NA NA
Yes
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Ubuntu
GitHub;GitLab;Google Colab
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;Medium
NA NA
Yes
Meta Llama (all models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Message Boards;Coding challenges
null
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies;Other (write in):
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
null
Predictive analytics
I don’t use AI tools regularly
Again, only for small snippets of code that i am bored to write (small functions that convert data for example), but generally, i prefer to write my own code the way i want it. AI is like an assistant.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
null
37,164
37,165
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
30
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Other (please specify): Free and Open Source
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
75
75
Bulgaria
BGN Bulgarian lev
null
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;SQL
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;SQL
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Docker;Gradle;Kubernetes;Make;Maven (build tool);New Relic;npm;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Gradle;Kubernetes;Make;Maven (build tool);New Relic;npm;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Gradle;Kubernetes;Make;Maven (build tool);New Relic;npm;Pip;Prometheus;Terraform
NA NA
Yes
jQuery;React;Spring Boot
Django;jQuery;React;Spring Boot
jQuery;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
null
null
Creating or maintaining documentation
null
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
null
null
10
37,165
37,166
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,166
37,167
I am learning to code
25-34 years old
Primary/elementary school
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am new to coding or currently a student
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
1
Developer, embedded applications or devices
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
5
2
Thailand
THB Thai baht
0
Yes
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;MATLAB;MicroPython;OCaml;PHP;PowerShell;Prolog;Python;R;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;MATLAB;MicroPython;OCaml;PHP;PowerShell;Prolog;Python;R;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
No No
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,167
37,168
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
9
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,168
37,169
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types);Books / Physical media
30
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
5
Slovenia
EUR European Euro
120,000
Yes
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;JavaScript;PowerShell;Rust;SQL
Bash/Shell (all shells);C#;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;Oracle
Cassandra;Cosmos DB;Elasticsearch;Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure
Amazon Web Services (AWS);Docker
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code;Windsurf
Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Ollama;LangGraph
.NET 8 or higher
null
null
Windows;MacOS
Windows;MacOS
GitHub;Jira
GitHub;Jira;Miro
GitHub;Jira
NA NA
GitHub (public projects, not private repos);LinkedIn;Medium
GitHub (public projects, not private repos);LinkedIn;Medium
GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
No
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
Project planning
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
Partially
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Understand and define what the problem is and what is actual ask
139,218
9
37,169
37,170
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Healthcare
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Czech Republic
CZK Czech koruna
1,776,000
Yes
C#
C#
C#
NA NA
Yes
Dynamodb;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub;Jira
Azure Devops;GitHub;Jira
GitHub;Jira
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Testing code;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
Sentry;Wiz
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
83,127
9
37,170
37,171
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
0
Yes
Assembly;Bash/Shell (all shells);C;Lisp
Assembly;Bash/Shell (all shells);C;Go;Lisp;Perl;Rust
Assembly;Bash/Shell (all shells);C;Lisp
Emacs Lisp Guile, Scheme, Haskell
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
null
null
null
Git, Text File Git, Text File
X;YouTube
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
No. I don't listen to demons.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Understanding how computers work, such as the knowledge gained by learning systems programming and assembly. Understanding how anything works is sufficient as well (AI provably does not do that).
null
null
37,171
37,172
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
8
Developer, back-end
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Poor usability NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
France
EUR European Euro
null
Yes
HTML/CSS;Java;Python;Rust;SQL;TypeScript
Dart
null
NA NA
Yes
BigQuery;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Kubernetes;npm;pnpm;Terraform;Vercel
null
null
NA NA
Yes
Astro;NestJS;Next.js;Node.js;React;Spring Boot
FastAPI;Fastify;Svelte
null
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS
NixOS
GitHub
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Chat (people)
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code
Learning about a codebase;Committing and reviewing code;Deployment and monitoring
Project planning;Learning new concepts or technologies
Writing code;Search for answers
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev;Bolt.new
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
Architecture, innovation
null
5
37,172
37,173
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
18
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
null
null
null
Fintech
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Spain
EUR European Euro
52,000
Yes
Bash/Shell (all shells);C#;Python;SQL
C#;Go;Kotlin;Python;Ruby;SQL
C#;Python;SQL
NA NA
Yes
Cosmos DB;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL
null
null
NA NA
null
Chocolatey;Docker;NuGet;Podman
null
null
NA NA
null
ASP.NET Core;Astro;Django;Node.js
ASP.NET Core;FastAPI;Flask;Ruby on Rails
ASP.NET Core
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code
null
null
JetBrains Rider NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Android
Azure Devops;Confluence;Jira;Markdown File;Miro
Asana;GitHub;Google Workspace
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Videos;Direct messaging of users;Chat (bot/AI)
Use discussion or chat feature NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
NO
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
All of the pre-AI skills will still be valuable
60,328
7
37,173
37,174
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
26
Architect, software or solutions
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Transportation, or Supply Chain
null
No
I have neither consider or transitioned into a new career or industry
20
12
United States of America
USD United States dollar
null
Yes
C#;C++;Python;Swift
MicroPython
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio
Jupyter Notebook/JupyterLab
Jupyter Notebook/JupyterLab
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
null
MacOS
GitHub;Google Colab
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, to a minor extent
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
37,174
37,175
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
27
Developer, embedded applications or devices
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Government
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
12
6
United States of America
USD United States dollar
255,000
Yes
Assembly;Bash/Shell (all shells);C;C++;MATLAB;Python
Assembly;Bash/Shell (all shells);C;C++;Python;Rust
Assembly;Bash/Shell (all shells);C;C++;Python
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Docker;Make;Pip
APT;Make;Pip
APT;Make;Pip
dnf, yum, cmake dnf, yum, cmake
No
null
null
null
NA NA
Yes
Notepad++;Vim
Notepad++;Vim
Notepad++;Vim
clion clion
c++23
c++23
c++23
null
null
Ubuntu;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Redmine
Redmine
Redmine
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
NO.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Designing and writing complex algorithms especially for novel problems. Also, writing highly efficient code for embedded systems and high performance systems.
255,000
7
37,175
37,176
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
12
null
France
EUR European Euro
53,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;Python;SQL
null
null
NA NA
Yes
Oracle
null
null
ISAM NA
No
null
null
null
NA NA
Yes
jQuery;Symfony
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Jira
null
null
Redmine NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
NO, I HAVE ENOUGH TECHNINAL DEBT TO FIX WITHOUT CREATING 20 MORE YEARS OF DEBT IN 5 MINUTES
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
Debugging
61,488
8
37,176
37,177
I used to be a developer by profession, but no longer am
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
None of the above
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
45
Retired
null
null
null
null
Work
Costs are manageable No vendor lockin
Prohibitive pricing Integration with stack
null
null
null
null
null
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
0
Yes
Assembly;Bash/Shell (all shells);C;C++;Perl;Python
Assembly;Bash/Shell (all shells);C++;Lua;Rust
Assembly;Bash/Shell (all shells);C++
Forth, vimscript vimscript
No
null
null
null
NA NA
Yes
APT;Homebrew;Make;Ninja;Podman
APT;Make;Maven (build tool);Ninja;Pacman;Podman
APT;Make;Ninja;Podman
NA NA
No
null
null
null
NA NA
Yes
Vim;Xcode
Jupyter Notebook/JupyterLab;Neovim;Vim
Vim
NA NA
null
null
null
null
null
Debian;Linux (non-WSL);Fedora;NixOS
MacOS;Ubuntu
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;openAI GPT (chatbot models);X Grok models
Alibaba Cloud Qwen models
Alibaba Cloud Qwen models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Chat (bot/AI);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
No, but I plan to soon
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
High performance, security coding, and instances where it is important to be technically correct (e.g maths functions, safety applications). Low level stuff where nobody cares will probably all be automated.
null
null
37,177
37,178
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,178
37,179
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Poor usability Pushing AI
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
20
20
Czech Republic
CZK Czech koruna
null
Yes
C;C#;C++;Delphi;HTML/CSS;Java;PowerShell;Python;SQL
C++;Java;PowerShell;Python
C++;Java;PowerShell;Python
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Make;Maven (build tool);MSBuild;NuGet;Pip
Maven (build tool);MSBuild;Pip
Maven (build tool);MSBuild;Pip
Vcpkg Vcpkg
No
null
null
null
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code;VSCodium
Rad studio NA
.NET 8 or higher;c++23;Delphi 12+ Athens
c++23
c++23
null
null
Windows
Windows
Doxygen;GitHub;Jira;Markdown File
Doxygen;Jira;Markdown File
Doxygen;Jira;Markdown File
Bitbucket Bitbucket
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Other (write in):
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
Hell no, anyone who answers yes is completely incompetent and should be fired on the spot.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
Other (please specify):
All of them
null
9
37,179
37,180
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
JavaScript;PHP;Python;TypeScript
C;Rust
null
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Supabase
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Supabase
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Supabase
NA NA
Yes
Ansible;Cloudflare;Docker;Pip;pnpm
Cloudflare;Docker;Pip;pnpm
Cloudflare;Docker;Pip;pnpm
NA NA
Yes
Django;Flask;Next.js;React
Django;Flask;Next.js;React
Django;Flask;Next.js;React
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Direct messaging of users;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
supabase
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
7
37,180
37,181
I am a developer by profession
18-24 years old
Other (please specify):
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
Germany
EUR European Euro
42,000
Yes
Go;HTML/CSS;Java;JavaScript;PHP;SQL
Go;JavaScript;PHP
Go;JavaScript;PHP
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;MongoDB
Elasticsearch;InfluxDB;MariaDB;MongoDB
Elasticsearch;InfluxDB;MariaDB;MongoDB
NA NA
No
null
null
null
NA NA
Yes
Node.js
Node.js
Node.js
React Native NA
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;GitLab;Jira;Notion
GitHub;GitLab;Notion;Obsidian
GitHub;GitLab;Notion
NA NA
Stack Overflow;Discord;Reddit;YouTube;Medium
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I like to generate Code. I like to use the generated Code. Does it always work? No. Does it sometimes work? Sure. I always test the Code so for me it makes it easier to work.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Googeling stuff and thinking of new ways to build something.
48,726
7
37,181
37,182
I am a developer by profession
18-24 years old
Other (please specify):
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, back-end
null
null
null
null
Work
Other (please specify): practicality and efficiency
Poor usability NA
null
Other (please specify): these doesn't really concern me
No
I have somewhat considered changing my career and/or the industry I work in
4
5
Sweden
SEK Swedish krona
null
Yes
C;C#;C++;Lua
C#;C++
C#;C++
HLSL HLSL
Yes
SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
ReSharper NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Windows
Windows
GitHub;YouTrack
GitHub
GitHub
P4V P4V
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Direct messaging of users;Day-in-the-life profiles/interviews with experts;Other (write in):
Ask a question NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
I wouldn't want to use AI unless it's for a menial small labour task which could be exemplified as a sorting algorithm or mathematical equation but, you can just also find these with a google search.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;Other (please specify):
Understanding the machine responsible for running the program and it's hardware to software pipeline. Also you should generally know what you are doing regardless if ai is doing it for you or not.
null
6
37,182
37,183
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Books / Physical media
39
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
2
Germany
EUR European Euro
55,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;PowerShell;TypeScript
Elixir;Go;Lisp;OCaml
null
NA Haskell
Yes
MariaDB;MongoDB;Oracle;PostgreSQL;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Composer;Docker;npm;NuGet;Pip;pnpm;Vite;Yarn
null
null
NA NA
Yes
AngularJS;ASP.NET Core;Django;Express;Flask;jQuery;Laravel;Node.js;Svelte;Vue.js
Nuxt.js;Phoenix;Svelte;Vue.js
Svelte;Vue.js
NA NA
Yes
Eclipse;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
Jupyter Notebook/JupyterLab;WebStorm
WebStorm
NA NA
Large Language Model;Google Gemini
Google Gemini;Ollama
Google Gemini
null
null
Ubuntu;Android;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Confluence;GitLab;Jira;YouTrack
Confluence;GitLab;Jira
Confluence;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Unsure
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
At the moment, ‘vibe coding’ is absolutely not part of my professional work. A not insignificant part of me hopes that it stays that way. For me, AI tools are another aid in software development. Earlier, it went from the simplest text editor to syntax coloring to modern IDE. In this sense, AI tools are, at least for now, a further development. I don't want to be in a position where I can no longer really judge why ‘my’ code works. Human understanding and elaborate statistical methods (aka AI) should not be played off against each other – that is my ethos, so to speak.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
Galileo
null
ChatGPT;GitHub Copilot;Google Gemini;Tabnine
null
When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
In my opinion, thinking about the future in software development has never really been worthwhile. You asked, so here's my answer. After this period of time, AI tools will have lost their novelty value, at least in software development, and will definitely be better than they are today. However, AI has no will, no imagination, no intelligence. What will change between now and then is anyone's guess. In any case, we will need motivated employees who think for themselves. At least, that's what I hope.
63,808
6
37,183
37,184
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
DevOps engineer or professional
500 to 999 employees
Individual contributor
In-person
No
School
Costs are manageable NA
Availability of better alternatives slow
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
27,000
Yes
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;TypeScript
Go;Kotlin;Lua;Python;TypeScript;Zig
Python;TypeScript
NA NA
Yes
Cosmos DB;MariaDB;MongoDB;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
APT;Datadog;Digital Ocean;Docker;Gradle;Microsoft Azure;npm;Pip;Terraform;Vercel;Vite;Webpack
Ansible;Digital Ocean;Docker;Kubernetes;npm;Podman;Terraform
Digital Ocean;Docker;npm;Terraform
Packer Packer
Yes
Angular;Express;jQuery;Next.js;Node.js;Vue.js
Deno;Express;Next.js;Node.js
Express;Next.js;Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
Large Language Model
Tailwind CSS 4;Large Language Model;RAG;Ollama
Large Language Model
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Doxygen;GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Use discussion or chat feature NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Working with other humans (communication, collaboration), and being able to see the bigger picture (being able to architect a solution)
27,000
10
37,184
37,185
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
31
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Spain
EUR European Euro
170,000
Yes
Bash/Shell (all shells);C#;C++;Java;PowerShell
Rust
null
SCOPE NA
Yes
Cosmos DB
null
null
NA NA
Yes
Microsoft Azure;Yarn
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
Microsoft Fabric
c++23
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Jira;Markdown File;Notion
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics
Writing code;Documenting code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging. Architecture.
197,225
7
37,185
37,186
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
39
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
42
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
null
null
null
Software Development
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
8
5
Germany
EUR European Euro
75,000
Yes
Delphi;Fortran;Java;Python;TypeScript
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;Svelte
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
Delphi 12+ Athens
null
null
null
null
Windows
Windows;Red Hat
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Testing code
null
null
null
Documenting code;Search for answers;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Be creative
87,011
6
37,186
37,187
I am a developer by profession
25-34 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
13
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
25,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
APT;Cloudflare;Composer;Digital Ocean;Docker;Pip
APT;Cloudflare;Composer;Digital Ocean;Docker;Pip
APT;Cloudflare;Composer;Digital Ocean;Docker;Pip
scaleway scaleway
Yes
Laravel
Laravel
Laravel
NA NA
Yes
Visual Studio Code;VSCodium
VSCodium
VSCodium
NA NA
null
null
null
null
null
MacOS
MacOS;iOS
null
null
null
bitbucket bitbucket
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,035
10
37,187
37,188
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
27
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Inefficient or time-costly NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Oman
OMR Omani rial
null
Yes
C#;HTML/CSS;PowerShell;SQL
C#;HTML/CSS;PowerShell;SQL
C#;HTML/CSS;PowerShell;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Digital Ocean;Docker;NuGet
Digital Ocean;Docker;NuGet;Podman
Digital Ocean;Docker;NuGet
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Clickup;GitHub
GitHub;GitLab
GitHub
NA NA
Reddit
Reddit
Reddit
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code
null
Project planning;Predictive analytics
Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
To some extent
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Marketing
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I need help fixing complex or unfamiliar code
null
null
10
37,188
37,189
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Poor usability NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
3
Hungary
HUF Hungarian forint
23,000,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
NA NA
Yes
MariaDB;PostgreSQL
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
Yes
Docker;Kubernetes;Maven (build tool);pnpm
Docker;Maven (build tool);pnpm
Docker;Maven (build tool);pnpm
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
NA NA
null
null
null
null
null
Fedora
Fedora
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
Gitbucket NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Kinda, yes
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Deep understanding of things
66,508
8
37,189
37,190
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
5
Developer, back-end
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
5
5
Ukraine
UAH Ukrainian hryvnia
130,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Scala;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cassandra;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;Oracle;PostgreSQL;Redis;SQLite;Supabase
Elasticsearch;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;pnpm;Podman;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Firebase;Google Cloud;Kubernetes;npm;pnpm;Podman;Terraform;Vite;Yarn
Cloudflare;Docker;Google Cloud;Kubernetes;npm;pnpm;Podman;Vite;Yarn
NA NA
Yes
Express;NestJS;Next.js;Node.js;Nuxt.js;Vue.js
NestJS;Next.js;Node.js;Nuxt.js;Svelte;Vue.js
NestJS;Next.js;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;PhpStorm;Vim;Visual Studio Code;WebStorm;Windsurf;Zed
Claude Code;Cursor;IntelliJ IDEA;Vim;WebStorm
Claude Code;Cursor;IntelliJ IDEA;Vim;WebStorm
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
Tailwind CSS 4;RAG;Google Gemini;Ollama
Tailwind CSS 4;RAG;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;iOS
MacOS;Ubuntu;Linux (non-WSL)
Airtable;GitHub;GitLab;Google Workspace;Markdown File;Miro;Monday.com;Notion;Trello
Airtable;GitHub;GitLab;Google Workspace;Markdown File;Miro;Monday.com;Notion
Airtable;GitHub;GitLab;Google Workspace;Markdown File;Miro;Monday.com;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Predictive analytics;Creating or maintaining documentation
Documenting code;Testing code
Debugging or fixing code
Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations;Data and analytics;Customer service support
Multi-platform search enablement;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.
null
Redis;GitHub MCP Server;supabase;pgvector
null
Llama Index;Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;AgentGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
3,116
6
37,190
37,191
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
13
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
165,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
Kotlin
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Databricks SQL;MongoDB
null
NA NA
Yes
Kubernetes;Podman;Vite;Yarn
Amazon Web Services (AWS);Chocolatey;Datadog;Kubernetes;Vercel
Kubernetes
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js;Spring Boot
ASP.NET;ASP.NET Core;Django;React;Svelte
ASP.NET;ASP.NET Core
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;Cursor;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
Windows;Android
GitHub;Notion;Wikis
Confluence;Jira
null
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Deployment and monitoring;Learning new concepts or technologies
null
Learning about a codebase;Project planning
Committing and reviewing code
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Yes, it is. I ask to write some features but mostly to copy things I have implemented in other parts of the application or for writing parts of the solution.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Product design, empathy for users and system design
165,000
7
37,191
37,192
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Other (please specify):
26
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Other (please specify): Very few bugs
Ethical concerns anything more than 1 or 2 bugs
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
20
8
United States of America
USD United States dollar
185,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure
Docker;Kubernetes;Microsoft Azure
Docker;Microsoft Azure
NA NA
Yes
ASP.NET Core;Svelte
ASP.NET Core;React;Svelte
ASP.NET Core;Svelte
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code
Cursor;Notepad++;Rider;Visual Studio;Visual Studio Code
Cursor;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model;RAG;Google Gemini
.NET 8 or higher;Large Language Model
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Direct messaging of users;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat trust
Very poor at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Learning new concepts or technologies
Documenting code
Testing code
Debugging AI-generated code is more time-consuming;Other (write in):
No, absolutely, emphatically not at all.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
pgvector
null
Semantic Kernel
null
New Relic
null
ChatGPT;GitHub Copilot;Microsoft Copilot;Devin AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Architectural input and oversight especially with complex enterprise applications; "connecting the dots" between systems that have relationships (data, problem domain, etc.) that the AI can't technically know about.
185,000
4
37,192
37,193
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
9
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Government
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,193
37,194
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
27
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Insurance
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
11
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
68,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL;SQLite
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;NuGet;Terraform;Yarn
Amazon Web Services (AWS);Docker;NuGet;Terraform;Yarn
Amazon Web Services (AWS);Docker;NuGet;Terraform;Yarn
NA NA
null
ASP.NET;ASP.NET Core;React
ASP.NET;React
ASP.NET;React
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS;iOS;iPadOS
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Search for answers
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Snyk
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
UI/UX, Architecture design
92,576
9
37,194
37,195
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
25
Architect, software or solutions
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
3
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;JavaScript;Kotlin;SQL;Swift;TypeScript
null
null
ObjectiveC NA
Yes
Microsoft SQL Server;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Homebrew;Kubernetes;MSBuild;npm;NuGet;Podman;Vite;Webpack;Yarn
Docker;Firebase;Homebrew;Kubernetes;MSBuild;npm;NuGet;Podman;Vite
Docker;Firebase;Homebrew;Kubernetes;MSBuild;npm;NuGet;Podman;Vite
NA NA
Yes
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
Windows;MacOS;Ubuntu;iOS
Windows;MacOS;iOS;Red Hat
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
Project planning;Deployment and monitoring
Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Writing code;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics;Customer service support
Agent/multi-agent orchestration
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
8
37,195
37,196
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
4
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Energy
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Finland
EUR European Euro
33,600
Yes
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub
GitHub
GitHub
NA NA
Discord
Discord
Discord
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No I do not. I ask LLM question but write the code myself and never apply LLM written code directly to my code bases
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Figuring out the problems that need to be solved, also having the real picture of the project is beneficial
38,981
7
37,196
37,197
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
35
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
6
7
Germany
EUR European Euro
null
Yes
C#;F#;HTML/CSS;JavaScript;PowerShell;Python;R;SQL;Visual Basic (.Net)
C#;F#;HTML/CSS;JavaScript;PowerShell;Python;R;SQL;TypeScript
C#;F#;HTML/CSS;JavaScript;PowerShell;Python;R;SQL
Elm, PureScript, Haskell PureScript, Haskell
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Databricks SQL;Elasticsearch;InfluxDB;Microsoft SQL Server;MongoDB;Neo4J;PostgreSQL
Microsoft SQL Server;MongoDB;PostgreSQL
NA NA
Yes
Ansible;APT;Docker;MSBuild;npm;NuGet;Pacman;Pip;pnpm;Webpack
Ansible;APT;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pacman;Pip;pnpm;Prometheus;Webpack
Ansible;APT;Docker;MSBuild;npm;NuGet;Pacman;Pip;pnpm;Webpack
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core;React
ASP.NET Core
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model;RAG;Microsoft Fabric;Ollama;LangGraph
.NET 8 or higher;Large Language Model
null
null
Arch
Windows;Windows Subsystem for Linux (WSL);Debian
Azure Devops;GitLab;Markdown File;Obsidian;Wikis
Azure Devops;GitLab;Markdown File;Obsidian;Wikis
Azure Devops;GitLab;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Generating content or synthetic data
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no - not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;Other (please specify):
requirements engineering
null
7
37,197
37,198
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, front-end
I don’t know
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
6
5
Brazil
BRL Brazilian real
18,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
COBOL
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Next.js;Nuxt.js;Vue.js
Angular;Express;Laravel;Node.js;WordPress
null
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Linux (non-WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab
null
null
NA NA
GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers
null
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
3,277
7
37,198
37,199
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,199
37,200
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media
18
Developer, game or graphics
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
3
5
Italy
EUR European Euro
160,000
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Ubuntu;Android;iOS
Asana;GitHub;GitLab;Miro;Trello
GitLab;Obsidian;Trello
GitLab;Trello
NA NA
Stack Overflow;Discord;Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;Slack (public channels, not work)
Stack Overflow;Discord;Slack (public channels, not work)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Job board
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Generating content or synthetic data
Testing code;Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code;Predictive analytics;Search for answers
Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Software architecture
185,623
10