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19,201
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.)
15
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);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
20
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency 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
United States of America
USD United States dollar
213,000
Yes
Elixir;Erlang;Rust
Elixir;Erlang;Rust;Zig
Elixir;Erlang;Rust
NA NA
Yes
Dynamodb;PostgreSQL;Redis;Snowflake;Clickhouse
DuckDB;Dynamodb;Neo4J;PostgreSQL;Clickhouse;Cockroachdb
Dynamodb;PostgreSQL;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Terraform
Amazon Web Services (AWS);Cargo;Datadog;Docker;Terraform
Amazon Web Services (AWS);Cargo;Datadog;Docker;Terraform
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Neovim;Notepad++;Zed
Neovim;Notepad++
Neovim;Notepad++
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows Subsystem for Linux (WSL)
Windows Subsystem for Linux (WSL)
Notion
null
null
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;GitHub (public projects, not private repos);Bluesky
Discord;GitHub (public projects, not private repos);Bluesky
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
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
No, not at all
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;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
Writing code
null
null
I’ve become less confident in my own problem-solving
Being good at programming is my job and vibe coding is letting that muscle atrophy. Why does a weight lifter lift a heavy thing when a forklift could do it? The important thing is that the weight lifter does the work. Understand that.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.
null
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 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.;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
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.
null
null
null
null
null
null
null
null
null
null
Being able to actually think for myself
213,000
9
19,201
19,202
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (part-time)
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);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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
8
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Poor usability NA
Banking/Financial Services
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
7
3
Argentina
ARS Argentine peso
55,000,000
Yes
C#;COBOL;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;COBOL;PowerShell;Python;R;SQL;TypeScript
C#;COBOL;PowerShell;SQL;TypeScript
Job control language NA
Yes
IBM DB2;Microsoft SQL Server;PostgreSQL;Supabase
IBM DB2;Microsoft SQL Server;PostgreSQL;Supabase
IBM DB2;Microsoft SQL Server;PostgreSQL;Supabase
NA NA
Yes
Composer;Heroku;Microsoft Azure;npm;Supabase
Microsoft Azure;npm;Supabase
Microsoft Azure;npm;Supabase
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js;Symfony
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET;ASP.NET Core
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
IBM Z Editor NA
Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows
Windows
GitHub;Google Workspace;Trello;Wikis
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
Team Foundation Server (TFS) NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts
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 weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting 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
Not really, just for personal projects
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Other Industry purpose (write in):
Other specific task (write in):
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
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 solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
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.;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
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’m stuck and can’t explain the problem
Team management Project management Product customization Product Innovation
46,918
9
19,202
19,203
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 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);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);Other online resources (e.g. standard search, forum, online community)
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
4
7
Australia
AUD Australian dollar
3,500
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;Rust;TypeScript;Zig
Assembly;Bash/Shell (all shells);C;HTML/CSS;Lisp;Lua;Rust;Swift
Bash/Shell (all shells);C;HTML/CSS;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio Code;Zed
Zed
Zed
NA NA
null
null
null
null
null
Arch
Arch
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
null
null
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
null
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 daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code;Committing and reviewing code;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
I am concerned about the accuracy of the information provided by 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 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 h...
All of them
2,275
null
19,203
19,204
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 learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
Developer, full-stack
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
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
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
10
8
Australia
AUD Australian dollar
90,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
Zig
null
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cargo;Composer;Docker;Google Cloud;Homebrew;npm;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
AngularJS;Deno;Express;Laravel;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu
null
GitHub;Monday.com;Redmine
null
null
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
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.;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.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Communication with clients
58,508
8
19,204
19,205
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-time)
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);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;Other (please specify):
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);Blogs or podcasts
5
Student
100 to 499 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
Connected to an open-source project Overall performance
Poor usability NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
1
2
Portugal
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);C#;GDScript;Kotlin;PowerShell;Python;Rust;SQL;Swift;TypeScript;Zig;Mojo
Bash/Shell (all shells);C#;PowerShell;Python;Rust;SQL;TypeScript;Zig
NA NA
Yes
MariaDB;PostgreSQL;SQLite
PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;SQLite
NA NA
Yes
Bun;Cargo;Chocolatey;Docker;Gradle;Homebrew;Make;Maven (build tool);MSBuild;Netlify;Ninja;npm;NuGet;Pacman;Pip;Poetry;Vercel;Vite
Bun;Cargo;Cloudflare;Datadog;Docker;Gradle;Homebrew;MSBuild;Netlify;Ninja;NuGet;Pacman;Pip;Vite
Bun;Cargo;Docker;Gradle;Homebrew;MSBuild;Netlify;Ninja;NuGet;Pacman;Pip;Vite
Uv (python build tool) Uv
Yes
Angular;Astro;Django;Node.js;React;Svelte
Astro;Svelte
Astro;Svelte
Actix Actix, leptos
Yes
Cursor;IntelliJ IDEA;Nano;Vim;Visual Studio Code;Windsurf;Xcode;Zed
Android Studio;Claude Code;IntelliJ IDEA;Vim;Visual Studio Code;Zed
IntelliJ IDEA;Vim;Visual Studio Code;Zed
NA NA
.NET 8 or higher;Tailwind CSS 4;Polars;Large Language Model;Pydantic;Google Gemini;uv
.NET 8 or higher;Tailwind CSS 4;Polars;Large Language Model;Pydantic;Google Gemini;uv
.NET 8 or higher;Tailwind CSS 4;Polars;Large Language Model;Pydantic;Google Gemini;uv
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;Fedora
Windows;MacOS;Linux (non-WSL);Arch;Fedora
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Other (write in):
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
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Predictive analytics
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, I know what they AI is doing, and I could write it myself, I just use it to speed up developing, I still go through the changes it makes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
MCP servers
AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
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 improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
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
ChatGPT;GitHub Copilot;Google Gemini
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
Software design and architecture, best practices, what to prompt. Like if I know how to build a project, I can tell the Ai to help me, however if I just tell it "I want a website that does X, Y and Z" it will make a really crapy website
null
7
19,205
19,206
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 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)
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
Blogs or podcasts
10
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Good brand and public image NA
Security or privacy concerns NA
Retail and Consumer Services
null
No
I have neither consider or transitioned into a new career or industry
15
5
China
CNY Chinese Yuan Renminbi
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 monthly or infrequently
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Search for answers
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
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
null
null
19,206
19,207
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
28
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;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
38
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Ethical concerns NA
Government
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
10
Australia
AUD Australian dollar
115,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
twig NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
Composer;Docker;Firebase;Google Cloud;npm;Pip;pnpm;Vite;Webpack
Composer;Docker;Firebase;Google Cloud;npm;Pip;pnpm;Vite;Webpack
Composer;Docker;Firebase;Google Cloud;npm;Pip;pnpm;Vite;Webpack
NA NA
Yes
Angular;Drupal;jQuery;Node.js;Symfony;WordPress
Angular;Drupal;jQuery;Node.js;Symfony
Angular;Drupal;jQuery;Node.js;Symfony
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Multiple times per day
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat 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;Debugging AI-generated code is more time-consuming
"Vibe coding" is a cancer that will damage projects and lead to our having no understanding of what our code does.
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.
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
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Understanding code
74,761
8
19,207
19,208
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
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
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);Blogs or podcasts;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
5
Developer, front-end
Less than 20 employees
Individual contributor
Remote
No
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
19,208
19,209
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (part-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;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, mobile
null
null
null
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
Morocco
MAD Moroccan dirham
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Rust;SQL;TypeScript
Dart;Go;Kotlin;OCaml;PHP;Rust;SQL;Swift;TypeScript;Zig;Gleam
Kotlin;Rust;SQL;TypeScript
NA ReScript
Yes
Cloud Firestore;MongoDB;SQLite;Supabase
PostgreSQL;SQLite
SQLite
Turso NA
Yes
Bun;Cargo;Cloudflare;Digital Ocean;Firebase;Google Cloud;Gradle;Homebrew;Netlify;npm;Pip;pnpm;Supabase;Vercel;Vite;Webpack
Cargo;Cloudflare;Composer;Docker;Gradle;Homebrew;Make;pnpm;Podman;Vite
Cargo;Cloudflare;Gradle;Homebrew;pnpm;Vite
NA Sentry
Yes
Node.js;Svelte
Astro;Laravel;Nuxt.js;React;Spring Boot;Svelte;Vue.js
Svelte
Ktor, SvelteKit Ktor, Kobweb, SvelteKit
Yes
Android Studio;IntelliJ IDEA;Nano;RustRover;Visual Studio Code;WebStorm;Zed
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PhpStorm;Rider;RustRover;Vim;Visual Studio Code;Xcode
Android Studio;IntelliJ IDEA;Nano;RustRover;Visual Studio Code
NA NA
Shadcn/ui
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;visionOS
Shadcn/ui
null
null
Android;Linux (non-WSL);Fedora
Android;Linux (non-WSL);Fedora
GitHub;Linear;Markdown File;Notion;Obsidian
GitHub;Linear;Obsidian
GitHub;Linear;Obsidian
Todoist Todoist
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Discourse Discourse
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating 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
Chat (people);Message Boards;Long-form articles;Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Project planning;Writing code;Search for answers;Learning new concepts or technologies
null
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Generating content or synthetic data
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, not at all. Never plan for it to be. I take pride in the craftsmanship, and while I use AI to advance my learning and work, I can't delegate my work to it.
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
null
null
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.;AI agents have improved collaboration withi...
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;Write in the most significant challenge if not liste...
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.
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 h...
Making delightful experiences for their users.
null
8
19,209
19,210
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);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
Colleague or on-the-job training;Stack Overflow or Stack Exchange;Coding Bootcamp
9
Developer, back-end
null
null
null
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Recognition from peers for your work NA
Yes
I have neither consider or transitioned into a new career or industry
3
2
Qatar
QAR Qatari riyal
null
Yes
Java;JavaScript;Kotlin;PHP;SQL
null
null
OpenCypher NA
Yes
Dynamodb;MySQL;Neo4J;SQLite
null
null
Amazon Neptune NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm;Pip;Splunk;Terraform
null
null
NA NA
Yes
FastAPI;Node.js;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm
null
null
NA NA
Google Gemini
null
null
null
null
MacOS
null
Azure Devops;Confluence;GitHub;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
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
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics
null
null
null
null
Absolutely not.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
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 have ethical or security concerns about code
null
null
7
19,210
19,211
I code primarily as a hobby
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
15
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)
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)
4
Project manager
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Retail and Consumer Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
2
United States of America
USD United States dollar
155,000
Yes
Ada;Bash/Shell (all shells);C++;PowerShell;Python;Rust
Assembly;C;C#;COBOL;Dart
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Ollama
null
null
null
null
Windows;Debian;Fedora
Windows
Asana
null
null
NA NA
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Microsoft Phi-4 models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Message Boards
null
Not sure
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code
Generating content or synthetic data
Project planning;Search for answers
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Predictive analytics
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Not at all or minimally
IT operations
null
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.;Write in the most significant benefit if not listed above.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
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.
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
Ollama;OpenRouter
null
Sentry
null
Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices
null
155,000
null
19,211
19,212
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
Transitioning to retirement (gradually reducing work hours);Engaged in paid work (10-19 hours per week)
30
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
40
Developer, back-end
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)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
10
China
CNY Chinese Yuan Renminbi
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Python
Assembly;C;C++;HTML/CSS;Python
Assembly;C;C++;HTML/CSS;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio
Vim;Visual Studio
Vim;Visual Studio
NA NA
c++23
c++23
c++23
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Other (write in):
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, I do vibe coding only for scripts or casual work.
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.;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.
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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
Logic, deep thinking abilities.
null
null
19,212
19,213
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)
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 required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
12
Developer, front-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Lack of AI or AI agents NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Sri Lanka
USD United States dollar
null
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Angular;React
null
null
NA NA
Yes
Aider
null
null
NA NA
.NET 8 or higher
null
null
null
null
MacOS
null
Airtable
null
null
NA NA
null
null
null
NA NA
null
Alibaba Cloud Qwen models
null
null
NA NA
Yes
Daily or almost daily
null
I have never participated in Q&A on Stack Overflow
Message Boards
Bookmark posts to look at later NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation
null
null
null
null
null
null
null
null
null
null
null
ChromaDB
null
Amazon Bedrock Agents
null
null
null
Auto-GPT
null
When I’m stuck and can’t explain the problem
null
null
10
19,213
19,214
I am a developer by profession
Prefer not to say
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
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);Colleague or on-the-job...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Other (please specify):
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
You like your manager NA
No
I have transitioned into a new career and/or industry involuntarily
1,000
1,000
United States of America
USD United States dollar
80,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;R;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft Access;Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
APT;Chocolatey;Make;MSBuild;Ninja;npm;NuGet;Pip;pnpm
APT;Chocolatey;Make;MSBuild;Ninja;npm;NuGet;Pip;pnpm
APT;Chocolatey;Make;MSBuild;Ninja;npm;NuGet;Pip;pnpm
NA NA
Yes
Drupal;Node.js
Drupal;Node.js
Drupal;Node.js
NA NA
Yes
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
gnome-text-editor gnome-text-editor
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira;Markdown File;Stack Overflow for Teams;Wikis
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Stack Overflow for Teams;Wikis
Confluence;GitHub;GitLab;Jira;Markdown File;Stack Overflow for Teams;Wikis
NA NA
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
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Multiple times per day
Chat (people);Long-form articles;Logic games/puzzles;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad 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;Creating or maintaining documentation;Other (write in):
Predictive analytics;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. This does not meet my standard of professional conduct.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Other Industry purpose (write in):
null
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 collaboration within my team.
null
AI agents have improved the quality of my code.
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
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
Gathering / defining requirements, software analysis / reasoning about code, evaluating tradeoffs, learning, information seeking, critical thinking, lateral thinking, experimenting / exploring, emotional intelligence, teamwork
80,000
8
19,214
19,215
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
15
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)
No, I didn't spend time learning in the past year
null
22
Developer, full-stack
20 to 99 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
You like your manager NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
5
Netherlands
EUR European Euro
70,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Kotlin;Lisp;Lua;Python;Rust;SQL
Bash/Shell (all shells);Go;HTML/CSS;Rust;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
SAP HANA NA
Yes
APT;Cargo;Composer;Docker;Kubernetes;Microsoft Azure;npm;Pip;pnpm;Podman;Prometheus;Vite;Webpack
Cargo;Kubernetes;Podman;Prometheus
Cargo;Kubernetes;Podman;Prometheus
NA NA
Yes
Astro;Express;Flask;Laravel;Node.js;React;Svelte;Symfony;WordPress;Axum
Axum
Axum
Dioxus Dioxus
No
null
null
null
NA NA
Tailwind CSS 4;uv
Tailwind CSS 4;uv
Tailwind CSS 4;uv
null
null
Android;Linux (non-WSL);NixOS
MacOS;Linux (non-WSL);NixOS
GitHub;GitLab;Jira;Markdown File;Monday.com;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Forgejo Forgejo
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Hacker News
Hacker News
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
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.;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.
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 h...
null
81,210
5
19,215
19,216
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
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
22
Developer, back-end
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
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
15
3
United States of America
USD United States dollar
200,000
Yes
Groovy;Java;Python;SQL
null
null
NA NA
Yes
PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;Poetry
null
null
NA NA
Yes
FastAPI
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Pydantic
null
null
null
null
Pop!_OS
MacOS;Debian;Linux (non-WSL)
GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;Bluesky;YouTube
null
null
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
Chat (people);Long-form articles;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing 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
No, I use AI exclusively in copilot/autocomplete mode
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.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
200,000
9
19,216
19,217
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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);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);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
25
Developer, back-end
null
null
null
null
School
Connected to an open-source project NA
Security or privacy concerns NA
null
Working with new technologies and tools NA
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Turkey
TRY Turkish lira
null
Yes
HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;SQLite
NA NA
Yes
Composer;Homebrew;npm;Pip;Poetry;Vite
Composer;Homebrew;npm;Poetry;Vite
Composer;Homebrew;npm;Poetry;Vite
NA NA
Yes
Astro;Deno;Node.js;Axum
Astro;Deno;Axum
Astro;Deno;Axum
Alpine.js, Tailwind CSS Alpine.js, Tailwind CSS
Yes
Sublime Text;VSCodium
Jupyter Notebook/JupyterLab;Neovim;Sublime Text;VSCodium
Sublime Text;VSCodium
NA NA
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama
null
null
Windows;iOS;Debian
MacOS
GitHub;Markdown File
GitHub;Google Colab;Markdown File
GitHub;Markdown File
Mermaid.js Mermaid.js
Stack Overflow;Dev.to;YouTube
Stack Overflow;Dev.to;YouTube
Stack Overflow;Dev.to;YouTube
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
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
Not at all or minimally
Software engineering
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 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.
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
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.;The cost of using certain AI agent platforms is a barrier.
null
LanceDB
Agno AGI
Agno;Ollama
null
null
null
ChatGPT;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
AI development
null
4
19,217
19,218
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week)
1
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
Colleague or on-the-job training
6
Developer, full-stack
Less than 20 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
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
19,218
19,219
I code primarily as a hobby
25-34 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)
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);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
No, I didn't spend time learning in the past year
null
9
Other (please specify):
I don’t know
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
United States of America
USD United States dollar
20,000
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
Yes
Daily or almost daily
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.);Job board;Chat (bot/AI)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
20,000
null
19,219
19,220
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
1
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)
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
19,220
19,221
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
28
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)
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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
35
Architect, software or solutions
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Healthcare
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
null
Yes
Dart;Elixir;Go;JavaScript;Rust;SQL;TypeScript;Gleam
Dart;Elixir;SQL
Dart;Elixir;SQL
NA NA
Yes
Cloud Firestore;PostgreSQL;SQLite
Cloud Firestore;PostgreSQL
Cloud Firestore;PostgreSQL
NA NA
Yes
Docker;Firebase;Kubernetes;Microsoft Azure;npm
Firebase;Microsoft Azure
Firebase;Microsoft Azure
NA NA
Yes
Deno;Node.js;Phoenix;Svelte
Phoenix
Phoenix
NA NA
Yes
Aider;Neovim;Visual Studio Code;Zed
Aider;Neovim;Zed
Aider;Neovim;Zed
NA NA
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama
null
null
Linux (non-WSL);Fedora;NixOS
Linux (non-WSL);Fedora;NixOS
Azure Devops;Confluence;GitHub;Jira;Markdown File
Azure Devops;Confluence;GitHub;Markdown File
Azure Devops;Confluence;GitHub;Markdown File
NA NA
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);X Grok models
Anthropic: Claude Sonnet;Meta Llama (all models);X Grok models
Anthropic: Claude Sonnet;Meta Llama (all models);X Grok models
NA NA
No
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring
Predictive analytics;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;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;Agent/multi-agent orchestration
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.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
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.;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.
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
Ollama;OpenRouter
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Architectural design
null
8
19,221
19,222
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.)
27
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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
33
Developer, full-stack
null
null
null
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Google Cloud;Gradle;Homebrew;Make;Microsoft Azure;MSBuild;npm;NuGet;Pip;Vite;Webpack
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Laravel;Next.js;Node.js;Vue.js;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;Vim;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
GitHub;Google Workspace;Jira;Trello
null
null
NA NA
Stack Overflow;Reddit;X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Other (write in):
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
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;Search for answers;Generating content or synthetic data
Learning new concepts or technologies
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code
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
Yes, it helps get large time consuming chunks of work out of the way but requires time to test and check. It feels like a time saver, but usually isn't.
No, but I plan to
Yes, to a great extent
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
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.;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 have ethical or security concerns about code;Other (please specify):
The ability to talk to people about their requirements.
null
6
19,222
19,223
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);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);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
8
Student
null
null
null
null
School
Customizable and manageable codebase NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
5
3
Peru
PEN Peruvian sol
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;SQLite
MySQL;SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
React;Svelte;WordPress
Svelte
Svelte
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Linux (non-WSL);Fedora;ChromeOS
Windows
GitHub
GitHub;Trello
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
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
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
Neutral
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Testing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Search for answers
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
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.;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
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.
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
Maintaining low-level code or managing complex algorithms
null
null
19,223
19,224
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
16
DevOps engineer or professional
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Government
Autonomy and trust to manage your own tasks NA
Yes
I have transitioned into a new career and/or industry voluntarily
12
0
Canada
CAD Canadian dollar
104,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL;Amazon Redshift
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Make;npm;Pip;Podman;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Podman
Amazon Web Services (AWS);Docker;Kubernetes;Make;npm;Podman
OpenShift NA
Yes
Angular;Django;FastAPI;Next.js;Node.js;React;Vue.js
Next.js;Node.js
Next.js;Node.js
NA NA
Yes
Bolt;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Windsurf
Bolt;Nano;Visual Studio Code;Windsurf
Bolt;Nano;Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
Ubuntu;Fedora;ChromeOS
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat;Fedora
GitHub;Jira;Wikis
GitHub;Wikis
GitHub;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;YouTube;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Predictive analytics
null
Deployment and monitoring;Generating content or synthetic data
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;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
Yes, but it's a dumpster fire! So much goes wrong and requires more prompts or manual intervention.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Cybersecurity
null
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.
AI agents have improved the quality of my code.
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.
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.;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.
GitHub MCP Server
null
null
null
Snyk
null
GitHub Copilot;Google Gemini;Microsoft Copilot;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 h...
Adaptability. Who knows what will be happening in 3-5 years?
75,877
8
19,224
19,225
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
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 for my personal curiosity and/or hobbies
null
32
Retired
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
null
null
null
null
null
8
Canada
CAD Canadian dollar
0
Yes
Perl
Perl
Perl
NA NA
Yes
MariaDB;MySQL;PostgreSQL
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Mojolicious Mojolicious
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;Medium
Stack Overflow;Reddit;Hacker News
Stack Overflow;Reddit;Hacker News
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
null
null
No, not really
About half of the time
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;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
heck 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
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 se...
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 h...
null
null
null
19,225
19,226
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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;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
12
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Lack of or sub-par API NA
Software Development
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
6
2
Australia
AUD Australian dollar
105,000
Yes
C++;Lua;Python;Rust
Dart;Erlang;Python;Rust
Python;Rust
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Docker
Docker
Docker
NA NA
No
null
null
null
NA NA
Yes
Neovim;Sublime Text;Visual Studio Code
Neovim;Sublime Text;Visual Studio Code
Neovim;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Markdown File
Confluence;GitHub;GitLab;Markdown File
Confluence;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;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
No
null
null
null
NA NA
Yes
Multiple times per day
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
No, not at all
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;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
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.
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
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 h...
null
68,260
7
19,226
19,227
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
Attending school (part-time);Engaged in paid work (10-19 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
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
3
Academic researcher
1,000 to 4,999 employees
People manager
In-person
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Hong Kong (S.A.R.)
HKD Hong Kong dollar
800,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;Swift;TypeScript
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
NA NA
Yes
Cargo;Cloudflare;Composer;Digital Ocean;Gradle;Homebrew;npm;Pip;Vite;Webpack;Yarn
Cargo;Cloudflare;Composer;Digital Ocean;Gradle;Homebrew;npm;Pip;Vite;Webpack;Yarn
Cargo;Cloudflare;Composer;Digital Ocean;Gradle;Homebrew;npm;Pip;Vite;Webpack;Yarn
NA NA
Yes
AngularJS;Django;Flask;jQuery;React;Vue.js;WordPress
AngularJS;Django;Flask;jQuery;React;Vue.js;WordPress
AngularJS;Django;Flask;jQuery;React;Vue.js;WordPress
NA NA
Yes
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Vim;Xcode
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Vim;Xcode
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Vim;Xcode
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
Windows;MacOS;Ubuntu;Android;iOS;Red Hat
GitHub;Google Colab
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
HuggingFace HuggingFace
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
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
Chat (people);Direct messaging of users
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase
Documenting code;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Project planning
Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes, vibe coding helps a lot. I made a whole backend system purely using prompts via Cursor.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations
Language processing
AI agents have helped me solve complex problems more effectively.
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 reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
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 Info...
null
Pinecone
null
Ollama;OpenRouter;LangChain
null
LangSmith
null
Claude Code;Microsoft Copilot;Perplexity;Bolt.new
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
AI operators
101,911
null
19,227
19,228
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
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Coding Bootcamp
10
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
4
Colombia
COP Colombian peso
60,000,000
Yes
JavaScript;Python;SQL;TypeScript
C#;Go;Kotlin;Scala;TypeScript
TypeScript
NA NA
Yes
Dynamodb;MongoDB;Oracle;PostgreSQL;Redis
DuckDB;Dynamodb;H2;MongoDB;PostgreSQL;Redis
Dynamodb;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;Pip;pnpm;Vercel
Amazon Web Services (AWS);Ansible;Composer;Kubernetes;Yarn
Amazon Web Services (AWS);Kubernetes
NA NA
Yes
Express;NestJS;Node.js
ASP.NET;ASP.NET Core;NestJS;Node.js;Phoenix;Axum
NestJS;Node.js
NA Play
Yes
Visual Studio Code
Cursor;WebStorm;Zed
null
NA NA
Large Language Model
null
null
null
null
Windows
MacOS;Ubuntu;Fedora
Asana;Azure Devops;GitHub;Miro;Notion
Azure Devops;GitLab;Trello
Azure Devops
NA NA
Reddit;Dev.to;YouTube;Twitch;LinkedIn;Medium
Dev.to
Dev.to
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
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 at all
More than half 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;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase
Documenting code;Creating or maintaining documentation
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;It’s hard to understand how or why the code works
Yes, but I don't like to abuse the usage of AI tools
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation
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.
null
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 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
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 need quick help troubleshooting
Software architecture, product management, cybersecurity, problem solving, communication, Performance optimization
14,681
6
19,228
19,229
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-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)
No, I didn't spend time learning in the past year
null
10
Architect, software or solutions
null
null
null
No
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
19,229
19,230
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
15
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;Other (please specify):
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);Other online resources (e.g. standard search, forum, online community)
15
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
8
Mexico
MXN Mexican peso
null
Yes
HTML/CSS;Java;JavaScript;PHP;SQL
C;C++;Dart;Elixir;Go;Groovy;Kotlin;Prolog;Python;R;Ruby;Rust;Scala;TypeScript
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
BigQuery;Cassandra;Elasticsearch;H2;MongoDB;Oracle;Redis;Amazon Redshift
null
NA NA
Yes
Maven (build tool);npm
Amazon Web Services (AWS);Cargo;Docker;Firebase;Heroku;Kubernetes;Pip
null
NA NA
Yes
AngularJS;jQuery;Spring Boot
Angular;Deno;Django;Express;Flask;Laravel;Node.js;React;Ruby on Rails;Symfony
null
NA NA
Yes
Eclipse;Notepad++;Sublime Text;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Xcode
null
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;Ubuntu
GitLab;Trello
Jira
null
NA NA
Stack Overflow;YouTube
Stack Exchange
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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
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.;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.
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’m stuck and can’t explain the problem
Saber investigar sin usar IA, ya que la IA a veces responde de forma no confiable
null
null
19,230
19,231
I am learning to code
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
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
1
Student
null
null
null
null
School
Customizable and manageable codebase NA
Inefficient or time-costly NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
3
3
Colombia
COP Colombian peso
null
Yes
Python
Go;HTML/CSS;Java
null
NA NA
null
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
GitHub;GitLab;Google Workspace;Notion
null
null
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Deployment and monitoring;Predictive analytics;Search for answers
null
null
Learning about a codebase;Project planning;Documenting code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, somewhat
null
null
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.
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
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.
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
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
Ethical
null
null
19,231
19,232
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
1
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);Blogs or podcasts;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);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;School (i.e., University, College, etc)
4
Developer, desktop or enterprise applications
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
Good brand and public image NA
Security or privacy concerns NA
Other:
Control over the level of quality in projects NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
20
12
India
INR Indian rupee
null
Yes
C;PowerShell;Python;SQL
C++;Java;Python;SQL
Python;SQL
NA NA
Yes
PostgreSQL
Databricks SQL;PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Vercel
Amazon Web Services (AWS);Cloudflare;Docker
Amazon Web Services (AWS);Cloudflare;Docker
NA NA
Yes
Django;FastAPI;Flask;Next.js;WordPress
FastAPI;Flask;Next.js
FastAPI;Flask;Next.js
NA NA
Yes
Aider;Cursor;Notepad++;Vim;Visual Studio Code
Aider;Notepad++;Vim;Visual Studio Code
Aider;Notepad++;Vim;Visual Studio Code
NA NA
Pydantic;Google Gemini;Ollama;LangGraph
Pydantic;Google Gemini;Ollama
Pydantic;Google Gemini;Ollama
null
null
Windows
Ubuntu;Windows Subsystem for Linux (WSL);Debian
GitHub;Google Colab;Notion
GitHub;Google Colab
GitHub;Google Colab
NA NA
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky
Discord;GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
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 daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Testing code;Predictive analytics
Deployment and monitoring
Writing code;Debugging or fixing code
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Search for answers;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;It’s hard to understand how or why the code works
somewhat yes.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Customer service support
Language processing;MCP servers;Integration with external agents and APIs
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 improved collaboration within my team.
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.
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.;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
It takes significant time and effort to learn how to use AI agents effectively.
Redis;ChromaDB;Pinecone;LangMem
langchain, pocketflow
Vertex AI;CrewAI;OpenRouter;LangChain;LangGraph
pocketflow
Honeycomb;LangSmith
null
Google Gemini
aider
When I want to learn best practices
cyber security, software architect, low level programming
null
7
19,232
19,233
I work with developers or my work supports developers but am not a developer by profession
Prefer not to say
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
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;Technical documentation (is generated for/by the tool or system)
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
25
Cybersecurity or InfoSec professional
10,000 or more 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
Reliability and low latency NA
Availability of better alternatives NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
20
10
Finland
EUR European Euro
null
Yes
JavaScript;Python;Rust
Rust
Rust
NA NA
No
null
null
null
NA NA
Yes
Ansible;Cargo;Podman
Ansible;Cargo;Podman
Ansible;Cargo;Podman
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;RustRover;Vim
RustRover;Vim
RustRover;Vim
NA NA
uv
uv
uv
null
null
Linux (non-WSL);Fedora
Windows;MacOS;Linux (non-WSL)
Confluence;GitHub;Jira;Miro;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA 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
null
null
null
NA NA
No
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;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 weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Writing code
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
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
null
null
null
null
19,233
19,234
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)
12
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
14
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Banking/Financial Services
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
19,234
19,235
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
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
8
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Manufacturing
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
3
0
Japan
JPY Japanese yen
550,000
Yes
C;C++;Java;Python
null
null
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;Windows Subsystem for Linux (WSL)
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange
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
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 daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
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 compare different solutions;When I have ethical or security concerns about code
critical thinking and considering outside factors not expressable in data
3,800
4
19,235
19,236
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, 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);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 didn't spend time learning in the past year
null
28
System administrator
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Poor usability NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
20
3
Canada
CAD Canadian dollar
35,000
Yes
Assembly;C++;Go;HTML/CSS;PowerShell
Assembly;Ruby;Zig
Assembly
NA NA
Yes
Microsoft SQL Server
SQLite
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;iOS
Windows
Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Project planning;Writing code;Learning new concepts or technologies
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;Predictive analytics
null
Search for answers
AI solutions that are almost right, but not quite;Other (write in):
No. Trying this once for something simple basically got nowhere. If i am bored and want a laugh at stupid errors it can make i do it.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
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.
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;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
Innovation. Reading code. Security auditing. Debugging.
25,535
null
19,236
19,237
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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
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);Colleague or on-the-job training
17
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
156,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust;SQL;TypeScript
Rust
Rust
NA NA
Yes
PostgreSQL;Redis
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Kubernetes;Make;npm
Cargo
Cargo
NA NA
Yes
Express;React
Axum
null
NA NA
Yes
Claude Code;Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows
Ubuntu
Asana;GitHub;Google Workspace;Jira;Markdown File
Asana;GitHub;Google Workspace;Jira;Markdown File
Asana;GitHub;Google Workspace;Jira;Markdown File
BookStack 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)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
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
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Predictive analytics;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I use agentic AI in a very restricted, non-autonomous way, for small sections of code at a time, carefully reviewing each piece of code as it's generated.
Yes, I use AI agents at work weekly
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 reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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.
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
Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
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 need help fixing complex or unfamiliar code
All of them. I think the only skill that will lose some importance is the ability to pore over technical documentation for a new tool - LLMs are really good at distilling documentation.
156,000
7
19,237
19,238
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, game or graphics
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Poor usability NA
Government
null
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
75,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lua;MicroPython;Python
Assembly;C;Go;Lisp;Zig
C;Go
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Cloudflare;Digital Ocean;Homebrew;Pip
Homebrew;Make;Ninja
Homebrew
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
Odoo
Odoo
Odoo
null
null
MacOS;Ubuntu;iOS;Debian
Windows;NixOS
GitHub
null
null
NA NA
Hacker News
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot 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);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
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;Creating or maintaining documentation;Learning new concepts or technologies
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;I’ve become less confident in my own problem-solving
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.;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.
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 h...
null
75,000
null
19,238
19,239
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
Technical documentation (is generated for/by the tool or system)
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);Colleague or on-the-job training
12
Developer, full-stack
10,000 or more 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
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
2
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
HTML/CSS;Java;JavaScript;Rust;SQL;Swift;TypeScript
HTML/CSS;Java;JavaScript;Rust;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite;Pocketbase
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Docker;Gradle;Homebrew;Make;Ninja;npm;Pip;Podman;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cargo;Docker;Homebrew;npm;Vite;Webpack
Amazon Web Services (AWS);APT;Cargo;Docker;Homebrew;npm;Vite;Webpack
NA NA
Yes
Express;jQuery;NestJS;Next.js;Node.js;React;Spring Boot;Vue.js
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Visual Studio Code
Visual Studio Code
emacs emacs
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Pydantic;LangGraph;uv
Tailwind CSS 4;LangGraph;uv
Tailwind CSS 4;LangGraph;uv
null
null
MacOS;iOS;iPadOS
MacOS;Ubuntu;Linux (non-WSL)
Clickup;Coda;GitHub;Markdown File;Wikis
Coda;Markdown File;Wikis
Coda;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
null
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 avoid it but know people who do it
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.
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
null
null
6
19,239
19,240
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
28
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);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;Videos (not associated with specific online course or certification)
33
Engineering manager
10,000 or more employees
People manager
In-person
No
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
203,000
Yes
HTML/CSS;JavaScript;Perl;PowerShell;Python;SQL
C#;Rust
null
NA NA
Yes
SQLite
MySQL;PostgreSQL
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Notepad++;Vim;Visual Studio Code;Windsurf
null
null
NA NA
null
null
null
null
null
Windows;iOS
Windows;MacOS;iOS;Red Hat
Confluence;Jira;Lucid (includes Lucidchart);Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
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 10 and 15 years
A few times per week
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Creating or maintaining documentation
null
Predictive analytics
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;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;I’ve become less confident in my own problem-solving
Yes, vibe coding is a part of my professional development.
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.;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.
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 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
troubleshooting, soft skills, familiarity with highly complex problems
203,000
5
19,240
19,241
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
24
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job...
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);Blogs or podcasts
28
Developer, full-stack
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
Prohibitive pricing NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
United States of America
USD United States dollar
208,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Go;HTML/CSS;JavaScript;Kotlin;Ruby;SQL;Swift;TypeScript
HTML/CSS;JavaScript;Ruby;SQL;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Heroku;Homebrew;Make;Netlify;npm;Supabase;Vercel;Vite;Webpack;Yarn
Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Netlify;npm;Prometheus;Terraform;Vite;Yarn
Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Make;Netlify;npm;Vite;Yarn
Kamal Kamal
Yes
Astro;Express;jQuery;Next.js;Node.js;React;Ruby on Rails;Svelte;WordPress
Astro;jQuery;Laravel;Node.js;React;Ruby on Rails;Svelte;Vue.js;WordPress
Astro;jQuery;Node.js;React;Ruby on Rails;Svelte;WordPress
NA NA
Yes
Cursor;Xcode
Cursor;Xcode
Cursor;Xcode
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS;iOS;iPadOS
MacOS
Asana;Confluence;Jira;Linear;Markdown File;Miro;Notion;Obsidian
Jira;Markdown File;Miro;Notion;Obsidian
Jira;Markdown File;Miro;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky
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
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning
null
Search for answers
AI solutions that are almost right, but not quite
No
No, but I 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
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.
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
Ai agents for testing, doing an initial pass at tickets with a recommendation, handling new issues and feedback and turning it into solutions
208,000
9
19,241
19,242
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
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-...
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
19,242
19,243
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
Engaged in paid work (20-29 hours per week)
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);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 for my personal curiosity and/or hobbies
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
25
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
7
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;TypeScript
null
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;Terraform;Vite;Webpack;Yarn
Bun
null
NA NA
Yes
AngularJS;Express;Node.js;React;Spring Boot;WordPress
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
null
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
Long-form articles;Videos;Chat (bot/AI)
Use discussion or chat feature NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
Deployment and monitoring
Learning about a codebase
Project planning
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, it may fell like you are getting to a good place/having fun but if you aren't paying close attention then it writes you into a hole
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
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.;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.
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 learn best practices
not sure, things are changing too much
null
6
19,243
19,244
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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);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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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;Stack Overflow or Stack Exchange
30
Architect, software or solutions
1,000 to 4,999 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
Reputation for quality Ease of Support, Vendor Support
Security or privacy concerns NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
5
2
United States of America
USD United States dollar
157,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Bash/Shell (all shells);C#;Lua;PowerShell;Python
Bash/Shell (all shells);C#;Lua;PowerShell;Python
CCL, M M
Yes
Microsoft SQL Server;Oracle;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Chronicles Chronicles
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
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;MacOS;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Azure Devops;GitHub;Lucid (includes Lucidchart);Microsoft Planner
Azure Devops;GitHub;Lucid (includes Lucidchart);Microsoft Planner
Azure Devops;GitHub;Lucid (includes Lucidchart);Microsoft Planner
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Substack
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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase;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
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):
Nope and explains the poor quality of a lot of contemporary software
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Business process automation;IT operations
Multi-platform search enablement;Integration with external agents and APIs
AI agents have reduced the time spent on specific development tasks.
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 improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
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.
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.;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 need quick help troubleshooting
Core coding knowledge and philosophy, base Computer science skills. AI code Will need auditing and oversight.
157,000
6
19,244
19,245
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
1
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
6
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Other (please specify): AI use at all
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
2
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;GDScript;HTML/CSS;Java;JavaScript;MicroPython;PHP;Python;Rust;SQL
Bash/Shell (all shells);C;Elixir;HTML/CSS;PHP;Python;Rust;SQL
Bash/Shell (all shells);C;HTML/CSS;PHP;Python;Rust;SQL
NA NA
null
MariaDB;SQLite
Elasticsearch;MariaDB;Redis;SQLite
MariaDB;SQLite
RethinkDB RethinkDB
No
null
null
null
NA NA
Yes
Flask;WordPress
WordPress
WordPress
Quart Quart
null
Vim
Vim
Vim
NA NA
null
null
null
null
null
Debian;ChromeOS
Debian
GitHub
GitHub;YouTrack
GitHub
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
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles
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
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;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
Debugging or fixing code
null
null
I don’t use AI tools regularly
Absolutely the fuck not. I like my software to work :-)
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.
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
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
knowing how to code
null
null
19,245
19,246
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
5
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);Colleague or on-the-job training
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
10
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Prohibitive pricing 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
10
10
Canada
CAD Canadian dollar
80,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;Java;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;Redis
MongoDB;Redis
MongoDB;Redis
NA NA
Yes
APT;npm;Pip
APT;npm;Pip;Poetry
APT;npm;Pip
NA NA
Yes
Flask;React
Flask;React
Flask;React
NA NA
null
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Ubuntu
GitHub;GitLab;Google Workspace;Jira;Markdown File
GitHub;GitLab;Google Workspace;Jira;Markdown File
GitHub;GitLab;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;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
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad 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;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Search for answers;Learning new concepts or technologies
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
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.
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.
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 h...
true intelligence and problem solving skills
58,367
8
19,246
19,247
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
2
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;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
4
Academic researcher
null
null
null
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Higher Education
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
5
10
United States of America
USD United States dollar
0
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lua;Python;TypeScript
Lisp;Rust;Zig
null
NA NA
Yes
SQLite
Supabase
null
NA NA
No
null
null
null
NA NA
Yes
Express;jQuery;Next.js;Node.js;React
Deno;Vue.js
null
NA NA
Yes
Neovim
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Google Colab;Markdown File
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles
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
Unfavorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Search for answers;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics
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
Fuck 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.
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.
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 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 h...
I don't have futuresight, so I'm not quite sure.
null
10
19,247
19,248
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
19
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
12
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
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
19,248
19,249
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
None of the above
null
Yes, I am new to coding or currently a student
School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
1
Student
null
null
null
null
School
Robust and complete API NA
Outdated or obsolete technology or features NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
0
Colombia
COP Colombian peso
null
No
null
null
null
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 Subsystem for Linux (WSL)
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
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
Chat (people)
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
Very favorable
Highly trust
Very well at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics;Other (write in):
null
Creating or maintaining documentation
Learning about a codebase;Writing code;Committing and reviewing code;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
Sí, considero que el uso de la IA contribuye a mi desarrollo profesional
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics
Multi-platform search enablement
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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more 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.
It takes significant time and effort to learn how to use AI agents effectively.
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.
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;Microsoft Copilot
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 quick help troubleshooting
Creatividad, critica e imaginacion
null
null
19,249
19,250
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
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)
8
Developer, front-end
100 to 499 employees
Individual contributor
In-person
No
School
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
null
Taiwan
TWD New Taiwan dollar
644,000
Yes
Java;Kotlin;Python
Java;Kotlin;Python
Java;Kotlin;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File;Notion;Wikis
GitHub;GitLab;Jira;Markdown File;Notion;Wikis
GitHub;GitLab;Jira;Markdown File;Notion;Wikis
NA NA
Stack Overflow;Discord;X;YouTube;Twitch;Medium
Stack Overflow;Discord;X;YouTube;Twitch;Medium
Stack Overflow;Discord;X;YouTube;Twitch;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 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
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Committing and reviewing code
Project planning;Testing code;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Deployment and monitoring
Writing code;Documenting code;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
No.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Robotics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications
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 the quality of my code.
null
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
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.;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.
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 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
null
21,823
9
19,250
19,251
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
17
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
19,251
19,252
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
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
19,252
19,253
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (part-time)
null
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);Other online resources (e.g. standard search, forum, online community);Other (please specify):;Books / Physical media
9
Student
null
null
null
null
School
Easy-to-use API Future Maintenace costs
Inefficient or time-costly Hard to learn/Time consuming
null
null
No
I have somewhat considered changing my career and/or the industry I work in
7
14
Brazil
BRL Brazilian real
0
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Dart;Go;HTML/CSS;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;Python;TypeScript
NA NA
Yes
MongoDB;MySQL
MongoDB;MySQL
MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;npm;Pip;Terraform;Vite
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;npm;Pip;Railway;Terraform
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;npm;Pip;Terraform
NA NA
Yes
Django;Express;NestJS;React;Spring Boot
Express;React
Express;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
RAG;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;hostinger;Google Gemini;Shadcn/ui;Ollama
Google Gemini;Shadcn/ui;Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Markdown File;Notion;Trello
GitHub;Google Colab;Google Workspace;Markdown File;Notion;Obsidian
GitHub;Google Colab;Google Workspace;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Daily or almost daily
Logic games/puzzles;Job board
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or 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
no. I break a task into smaller problems and use AI to help me remember/find the name of libs and functions. I also use it to get ideas for algorithms or heuristics to solve those smaller problem.
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Decision intelligence;Data and analytics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications
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 spen...
AI agents have improved collaboration within my team.
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.;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
Mongo Atlas Vector Search, llama index
Llama Index;Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
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 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
Discover what is most important to be said and communicate that with ease.
null
null
19,253
19,254
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
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;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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
10
Developer, full-stack
500 to 999 employees
People manager
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
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
6
null
United States of America
USD United States dollar
220,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Python;TypeScript
Go;Python;Rust;TypeScript
Go;Python;TypeScript
NA NA
Yes
Dynamodb;MongoDB;PostgreSQL
Cassandra;Elasticsearch;MongoDB
MongoDB
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Make;npm;Poetry;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm;Poetry
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm;Poetry
NA NA
Yes
FastAPI;Node.js;React
FastAPI;Node.js;React;Svelte
FastAPI;Node.js;React
NA NA
Yes
PyCharm;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Polars;Large Language Model;Amazon Bedrock;Pydantic;Ollama
Tailwind CSS 4;Amazon Bedrock;Pydantic;Ollama
Tailwind CSS 4;Amazon Bedrock;Pydantic;Ollama
null
null
MacOS;Linux (non-WSL)
MacOS
GitHub;GitLab;Google Workspace;Jira;Notion
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
Testing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite
I've tried it once with mild success. Currently AI is just really good auto complete.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;Data and analytics;Customer service support;Marketing
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.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
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 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
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 need help fixing complex or unfamiliar code
Optimization, Engineering for customer experience, error handling, troubleshooting
220,000
8
19,254
19,255
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
9
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, full-stack
null
null
null
null
Work
Connected to an open-source project NA
Security or privacy concerns AI integration or AI Agent capabilities
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
null
null
null
NA couchdb, pouchdb
No
null
null
null
NA NA
Yes
Node.js
Express;Node.js
Node.js
preact preact
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub;Trello;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Twitch
Stack Exchange
Stack Exchange
mastodon mastodon,zulip
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board;Day-in-the-life profiles/interviews with experts
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
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;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
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
Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,255
19,256
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
20
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
30
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Computer Systems Design and Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
165,000
Yes
C;C#;C++;JavaScript;SQL
C;C#;JavaScript;SQL
C;C#;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Debian
Windows
Jira
Jira
Jira
NA NA
Stack Overflow;Reddit;Bluesky
Stack Overflow;Reddit;Bluesky
Stack Overflow;Reddit;Bluesky
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Coding challenges
Ask a question 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
null
null
null
I don’t use AI tools regularly
hell 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 se...
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 h...
past knowledge
165,000
10
19,256
19,257
I am a developer by profession
35-44 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
19,257
19,258
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
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
19
Developer, full-stack
500 to 999 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
Other (please specify): cool
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems fun
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Canada
CAD Canadian dollar
110,000
Yes
Groovy;HTML/CSS;JavaScript;PHP;Python;TypeScript
Go;Gleam
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Poetry;Terraform;Webpack
null
null
NA NA
Yes
Flask;Vue.js
null
null
NA NA
Yes
Cursor;PhpStorm;PyCharm;Sublime Text
Neovim
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Jira
Miro
null
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Predictive analytics;Generating content or synthetic data
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I'm giving it a try. So far mixed results.
Yes, I use AI agents at work daily
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.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
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.
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.
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;Devin AI
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
I dont know
80,254
8
19,258
19,259
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
18
Senior executive (C-suite, VP, etc.)
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Manufacturing
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
30
25
Ireland
EUR European Euro
80,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL
Assembly;C++;HTML/CSS;PHP;SQL
Assembly;C++;HTML/CSS;PHP;SQL
NA NA
Yes
MariaDB;MongoDB;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse
MariaDB;Redis;SQLite;Clickhouse
MariaDB;Redis;SQLite;Clickhouse
NA NA
Yes
Composer;Docker;Google Cloud;Make;Ninja;Pacman;Pip;pnpm
Composer;Make;Ninja;Pacman;Podman
Composer;Make;Ninja;Pacman
incus / lxd incus / lxd
Yes
FastAPI;jQuery;WordPress
jQuery;WordPress
jQuery;WordPress
NA NA
Yes
Cursor;Visual Studio Code;Zed
Cursor;Zed
Cursor;Zed
QtCreator QtCreator
c++23
c++23
c++23
null
null
Linux (non-WSL)
Debian
Confluence;Doxygen;GitHub;Google Workspace;Jira;Linear;Markdown File;Monday.com;Notion;Trello;Wikis
Doxygen;GitHub;Markdown File;Monday.com;Notion;Trello;Wikis
Doxygen;GitHub;Markdown File;Monday.com;Notion;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Other (write in):
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor 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
yes, especially for simple or repetitive task or for sector that I do not know well
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Other Industry purpose (write in):
Other specific task (write in):
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
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 accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
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 pla...
null
I am concerned about the accuracy of the information provided by AI agents.
null
I have concerns about the security and privacy of data when using AI agents.
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;When I need quick help troubleshooting
understand real world benefit and what the client need and want
92,812
10
19,259
19,260
I am learning to code
35-44 years old
Some college/university study without earning a degree
I prefer not to say
null
null
Yes, I am new to coding or currently a student
Blogs or podcasts;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
null
Other (please specify):
null
null
null
null
School
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
null
C;C#;C++;JavaScript;Rust;SQL;TypeScript
Ada;Assembly;Elixir;Erlang;F#;Fortran;GDScript;Go;HTML/CSS;Java;Kotlin;MATLAB;MicroPython;OCaml;PHP;PowerShell;Python;R;Rust;Swift;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Rust
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
Ubuntu
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
Multiple times per day
Logic games/puzzles
null
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unsure
null
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;Search for answers;Learning new concepts or technologies;Other (write in):
null
null
null
Other (write in):
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
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.;Write in the most significant challenge if not listed above:
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
null
null
19,260
19,261
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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);School (i.e., University, College, etc)
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);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
null
Student
null
null
null
null
null
null
null
null
null
Yes
null
null
null
India
INR Indian rupee
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
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,261
19,262
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
15
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
15
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
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
Iran, Islamic Republic of...
IRR Iranian rial
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL
NA NA
Yes
Cassandra;Elasticsearch;MySQL;PostgreSQL;Redis
Elasticsearch;MySQL;PostgreSQL;Redis
Elasticsearch;MySQL;PostgreSQL;Redis
NA NA
Yes
Ansible;Docker;Gradle;Kubernetes;Maven (build tool);npm;Pip;Podman;Yarn
Ansible;Docker;Kubernetes;Maven (build tool);Pip;Podman;Prometheus
Ansible;Docker;Kubernetes;Maven (build tool);Pip;Podman
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
gwt gwt
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Nano;Notepad++;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Nano;Notepad++;PyCharm;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Android;Debian
Windows;Ubuntu;Debian
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
null
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad 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;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
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
AI agents have accelerated my learning about new technologies or codebases.;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 se...
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;When I need quick help troubleshooting
I'm not sure but i think problem understanding is not a area which AI can be the first player.
null
9
19,262
19,263
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
16
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);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
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
null
Thailand
THB Thai baht
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;PowerShell;SQL
C#;HTML/CSS;Rust
C#;HTML/CSS
NA NA
Yes
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis;SQLite
Microsoft SQL Server;Redis
NA NA
Yes
APT;Digital Ocean;Microsoft Azure;MSBuild;NuGet
Cargo;Cloudflare;Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
Ruby on Rails
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS;Ubuntu;iOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Notion
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
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
Yes, I use AI tools monthly or infrequently
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;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Documenting code;Creating or maintaining documentation
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
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
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 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
Decision making, deep understanding, complex problem solving, resolving contradictions
null
8
19,263
19,264
I work with developers or my work supports developers but am not a developer by profession
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
null
null
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
null
UX, Research Ops or UI design professional
null
null
null
No
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
19,264
19,265
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
19
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);...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality Whether it seems future-proof/future-resistant - will the technology still be around and supported, or is it going downhill?
Security or privacy concerns poor availability of documentation
Software Development
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
10
4
United States of America
USD United States dollar
108,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;TypeScript
Rust;TypeScript
TypeScript
NA NA
null
null
null
null
NA NA
Yes
Chocolatey;Docker;Google Cloud;Gradle;npm;Terraform;Vercel;Vite
Cargo;Docker;npm;Vite
Docker;npm;Vite
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;WebStorm
RustRover;WebStorm
WebStorm
NA NA
null
null
null
null
null
MacOS
MacOS
Azure Devops;GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Jira;Obsidian
GitHub;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per month or weekly
Long-form articles;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
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Generating content or synthetic data
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;Other (write in):;It’s hard to understand how or why the code works
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.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
All of them? How can you know if the AI is doing it right if you don't actually know how to do it - or at least validate it - yourself? But skills I think the AI will have the most difficulty replacing include having a vision for something and sticking to it, understanding the big picture, actually UNDERSTANDING any...
108,000
3
19,265
19,266
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
9
DevOps engineer or professional
5,000 to 9,999 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
Connected to an open-source project NA
Availability of better alternatives NA
Energy
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
20
United States of America
USD United States dollar
185,000
Yes
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust
Bash/Shell (all shells);Go;HTML/CSS;JavaScript
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Ansible;APT;Docker;Homebrew;Kubernetes;Make;npm;Pip;Podman;Prometheus;Vite
Cloudflare;Docker;Homebrew;Kubernetes;Make
Docker;Homebrew;Kubernetes;Make
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code;VSCodium;Xcode;Zed
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
c++23;Google Gemini;Ollama
Google Gemini;Ollama
Google Gemini;Ollama
null
null
MacOS;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS
MacOS;Linux (non-WSL);Red Hat
GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
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
Chat (people);Long-form articles;Videos;Coding challenges;Direct messaging of users;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
Very favorable
Somewhat 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
null
null
Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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
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 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 want to fully understand something;When I want to learn best practices
Understanding complex tasks and writing maintainable code
185,000
null
19,266
19,267
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
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
28
Founder, technology or otherwise
null
null
null
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
11
13
Nomadic
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Python;SQL
Assembly;GDScript;HTML/CSS;Java;JavaScript;Python;Swift;TypeScript
HTML/CSS;Java;JavaScript;Python
NA Haskell, Clojure, WebAssembly
Yes
H2
Cassandra;Dynamodb;Elasticsearch;H2;PostgreSQL;Redis;SQLite
H2
NA NA
Yes
APT;Maven (build tool);Pip
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Kubernetes;Maven (build tool);Microsoft Azure;Netlify
APT;Maven (build tool)
Snap Snap, Flatpack
Yes
null
null
null
httpd, Tomcat, WebGL httpd, nginx, Tomcat, Jetty, WebAssembly, WebGPU, WebGL, d3.js, Mermaid.js
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Sublime Text;Vim;WebStorm
Android Studio;Cursor;IntelliJ IDEA;Nano;Sublime Text;WebStorm;Xcode;Zed
Android Studio;IntelliJ IDEA;Nano;Sublime Text;WebStorm
JBang, Colab JBang, Processing, Godot, Unity, Unreal
Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
Large Language Model;Google Gemini
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS;Red Hat;Fedora
Confluence;GitHub;Google Colab;Jira;Markdown File;Trello;Wikis;YouTrack
GitHub;GitLab;Markdown File;Wikis
GitHub;Markdown File;Wikis
Javadoc, Claude, OpenAI, Gemini Javadoc, Claude, Gemini
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Mastodon Mastodon
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Gemini image generating models, DALL-E, HuggingChat, Midjourney, Stable Diffusion OpenLLaMA, OLMo, Qwen, Starcoder
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Long-form articles
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
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
null
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
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.
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.
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.
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
LangChain
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
Junie
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Software design skills, software architecture skills, algorithm thinking and algorithm knowledge, quality control, user experience and product design, ideas/creativity/innovation/brainstorming, enlarging the boundaries of knowledge/research
null
8
19,267
19,268
I used to be a developer by profession, but no longer am
35-44 years old
Primary/elementary school
Not employed
Engaged in paid work (20-29 hours per week)
null
null
null
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
19,268
19,269
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
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-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
4
Data engineer
10,000 or more 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
Personal Project
null
null
Software Development
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
1
India
INR Indian rupee
700,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);C++;Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
BigQuery;Microsoft SQL Server;SQLite
BigQuery;SQLite
BigQuery;SQLite
NA NA
Yes
Docker;Google Cloud;Homebrew
Docker;Google Cloud;Homebrew
Docker;Google Cloud;Homebrew
NA NA
No
null
null
null
NA NA
Yes
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
MacOS
Windows
Confluence;GitHub;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Job board
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Testing code;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
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Multi-platform search enablement
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.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
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.;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 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 learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
People skills
8,137
6
19,269
19,270
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
3
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);Blogs or podcasts
4
Founder, technology or otherwise
null
null
null
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
19,270
19,271
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
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Student
null
null
null
null
School
Costs are manageable NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
0
Yes
C++;Dart;HTML/CSS;Java;JavaScript;TypeScript;Zig
Dart;HTML/CSS;JavaScript;Zig
Dart;HTML/CSS;JavaScript;Zig
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Bun;npm;Podman
Bun;npm
Bun;npm
NA NA
Yes
Node.js;Svelte
Node.js;Svelte
Node.js;Svelte
NA NA
Yes
Visual Studio Code;Zed
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 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
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
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 pla...
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
When I don’t trust AI’s answers
null
null
null
19,271
19,272
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
8
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
Cybersecurity or InfoSec professional
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality 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
200,000
Yes
Bash/Shell (all shells);Python;Rust
Python;Rust
Python;Rust
NA NA
Yes
SQLite
PostgreSQL;SQLite
SQLite
NA NA
Yes
Cargo;Docker;Homebrew;Make;Microsoft Azure;npm;Pip
Cargo;Homebrew
Cargo;Homebrew
uv uv
Yes
FastAPI
FastAPI
FastAPI
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Zed
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Pop!_OS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;LinkedIn
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once per month or monthly
null
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 daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Learning about a codebase
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 daily
Yes, to a great extent
Software engineering
null
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 the quality of my code.
AI agents have helped me automate repetitive tasks.
null
AI agents have helped me solve complex problems more effectively.;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
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.;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.
The cost of using certain AI agent platforms is a barrier.
null
null
LangChain;LangGraph
null
LangSmith;Langfuse
null
Claude Code;GitHub Copilot
null
Other (please specify):
null
200,000
10
19,272
19,273
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
26
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);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
28
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
null
Other:
Recognition from leadership for your work NA
Yes
I have neither consider or transitioned into a new career or industry
3
2
Israel
ILS Israeli new shekel
0
Yes
C;C#;C++
null
null
NA NA
Yes
Microsoft Access
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
Azure Devops;GitHub;Markdown File
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium;Company-sponsored forums
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat 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;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No. This seems like over simple and does not suit me
No, but I 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 se...
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
null
null
null
19,273
19,274
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
12
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
23
Developer, back-end
20 to 99 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
Other (please specify): FOSS
Other (please specify): AI
Software Development
Other (please specify): Not using AI
No
I have somewhat considered changing my career and/or the industry I work in
512
512
Australia
AUD Australian dollar
140,000
Yes
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Ruby;SQL;Zig
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Ruby;SQL
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Ruby;SQL
NA NA
Yes
Dynamodb;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Homebrew;Make;npm;Webpack;Yarn
Docker;Make
Docker;Make
rake bundler rake bundler
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
mithriljs mithriljs
No
null
null
null
NA NA
null
null
null
null
null
Windows;Debian;Linux (non-WSL)
MacOS;Debian;Linux (non-WSL)
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
Mastodon Mastodon
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
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
Other (write in):
This is fucking stupid, what even is this survey anymore?
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.
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
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
Other (please specify):
Being able to write code
91,013
9
19,274
19,275
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
Caring for dependents (children, elderly, etc.);Attending school (part-time)
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);Books / Physical media;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);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;St...
18
Developer, full-stack
null
null
null
No
null
null
null
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
null
null
India
INR Indian rupee
0
Yes
Java;Kotlin
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
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
null
null
null
null
null
AI solutions that are almost right, but not quite
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 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 h...
null
null
10
19,275
19,276
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 (part-time);Engaged in paid work (less than 10 hours per week)
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);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
2
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
null
null
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
2
5
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C;C++;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cloud Firestore;MongoDB;PostgreSQL;Supabase
Cloud Firestore;MongoDB;PostgreSQL;Redis;Supabase;Pocketbase
Cloud Firestore;MongoDB;PostgreSQL;Supabase
NA NA
Yes
Cargo;Firebase;Google Cloud;Netlify;pnpm;Supabase;Vercel;Vite;Webpack
Amazon Web Services (AWS)
null
NA NA
Yes
Express;Next.js;Node.js;React;Svelte
Fastify;Laravel
null
NA NA
Yes
Visual Studio Code
Neovim;Vim
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Notion
Google Colab
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
Deployment and monitoring
null
I haven’t encountered any problems
i dont vibe code and i dont blindly trust ai. i only use copilot to autocomplete what im trying to do
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,276
19,277
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
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
12
Cybersecurity or InfoSec professional
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Other:
Innovation through solving challenging and complex problems 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
null
Yes
C;Python;Rust
C;Rust
C;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
Pydantic
null
null
null
null
Arch
Arch
GitHub;GitLab;Jira
GitHub;GitLab
GitHub;GitLab
NA NA
Discord;Reddit;Bluesky;X;YouTube;Twitch
Discord;Reddit;Bluesky;YouTube;Twitch
Discord;Reddit;Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles
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
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
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
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 h...
Writing secure, reliable, performant, functional software.
null
7
19,277
19,278
I am learning to code
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
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);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 for my personal curiosity and/or hobbies
null
1
Student
null
null
null
null
School
Customizable and manageable codebase NA
Inefficient or time-costly NA
null
null
No
I have transitioned into a new career and/or industry voluntarily
2
1
Colombia
COP Colombian peso
null
Yes
Python;Visual Basic (.Net)
C;C++;HTML/CSS;Java;JavaScript;MATLAB;SQL;TypeScript
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;Notepad++;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Ubuntu
null
null
null
NA NA
Discord;YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch;LinkedIn;Medium
null
NA NA
No
null
null
null
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
Videos;Coding challenges
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Highly trust
Neither good or bad at handling complex tasks
Testing code;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code
null
Learning about a codebase;Debugging or fixing code;Committing and reviewing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
It coud be a part, but i dont think is the best if someone wants to learn hoy to do it by itself
Yes, I use AI agents at work weekly
Yes, somewhat
null
Multi-platform search enablement
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 improved collaboration within my team.
null
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.
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
Integrating AI agents with my existing tools and workflows can be difficult.;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.
null
null
GitHub MCP Server
null
AutoGen (Microsoft);Amazon Bedrock Agents
null
Protect AI
null
ChatGPT;GitHub Copilot;Microsoft Copilot;AgentGPT
null
When I want to compare different solutions;When I have ethical or security concerns about code
null
null
null
19,278
19,279
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
Books / Physical media;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
10
Applied scientist
10,000 or more 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
Reputation for quality NA
Ethical concerns NA
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
19,279
19,280
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
29
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-...
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;Blogs or podcasts;Books / Physical media
40
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
12
6
United States of America
USD United States dollar
220,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Elixir;Erlang;HTML/CSS;Ruby;Rust
HTML/CSS;Ruby
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis;Supabase
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Netlify;npm;Pip;pnpm;Prometheus;Terraform;Vite;Webpack
Amazon Web Services (AWS);Bun;Homebrew;Supabase
Amazon Web Services (AWS);Homebrew
NA NA
Yes
jQuery;Next.js;Node.js;React;Ruby on Rails
Phoenix;Ruby on Rails
Ruby on Rails
NA NA
Yes
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Lovable.dev;Neovim;Vim;Visual Studio Code;Windsurf;Xcode;Zed
Claude Code;Cline and/or Roo;Cursor;Visual Studio Code
Claude Code;Cline and/or Roo;Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;Ollama;uv
Large Language Model;RAG;Ollama;uv
Large Language Model;RAG;Ollama;uv
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;iPadOS
MacOS;iOS
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Obsidian;Trello;Wikis
GitHub;GitLab;Linear;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
GitHub (public projects, not private repos);Bluesky
GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;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
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or 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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Predictive analytics
null
AI solutions that are almost right, but not quite
Rarely, but at times
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics;Customer service support;Marketing
Agent/multi-agent orchestration;MCP servers;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 helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have reduced the time spent on specific development 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.;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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
Redis;GitHub MCP Server
null
Ollama;OpenRouter
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Devin AI;Roo code (Roo-Cline);Replit;v0.dev;Lovable.dev
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 h...
Problem solving, debugging, communication
220,000
7
19,280
19,281
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
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);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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
13
Developer, back-end
Less than 20 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
Reputation for quality NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
7
2
Hong Kong (S.A.R.)
CNY Chinese Yuan Renminbi
65
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Python;Rust;SQL
Bash/Shell (all shells);Go;HTML/CSS;Java;Python;Rust;SQL
Bash/Shell (all shells);Go;HTML/CSS;Java;Python;Rust;SQL
NA NA
Yes
Elasticsearch;MySQL;PostgreSQL;Redis
PostgreSQL
PostgreSQL
Dameng NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Gradle;Maven (build tool);npm;Pip;Podman;Poetry;Yarn
Amazon Web Services (AWS);Ansible;APT;Cargo;Gradle;Maven (build tool);Podman;Poetry
Amazon Web Services (AWS);Ansible;APT;Cargo;Gradle;Maven (build tool);Podman;Poetry
AliYun,asdf,graalvm asdf
Yes
Node.js;Vue.js
null
null
actix-web,leptos actix-web,leptos,tauri,Dioxus
No
null
null
null
NA NA
Tailwind CSS 4
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4
null
null
Windows;Ubuntu;Android;Linux (non-WSL);Red Hat
Ubuntu;Linux (non-WSL)
GitHub;GitLab;Jira;Markdown File;Redmine;YouTrack
GitHub;Markdown File;Redmine
GitHub;Markdown File;Redmine
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Direct messaging of users
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting 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
No
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.;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.
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
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
be able to read/understand code and write good-quality code
9
6
19,281
19,282
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
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
2
Student
null
null
null
null
School
Reputation for quality NA
Inefficient or time-costly NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
6
5
Brazil
BRL Brazilian real
null
null
C;GDScript;HTML/CSS;JavaScript;PHP;TypeScript
C;C++;GDScript;Go;Rust
C;GDScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
APT;Docker;Firebase;npm;pnpm;Vercel;Vite
Cargo;Docker;Make
Docker
NA NA
Yes
Express;Laravel;Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Fedora
null
GitHub
GitHub
GitHub
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
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Direct messaging of users
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
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
null
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
null
19,282
19,283
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
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
19
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Higher Education
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
15
4
United States of America
USD United States dollar
92,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Java;Python;TypeScript
Java;Python;TypeScript
NA NA
Yes
Cassandra;Elasticsearch;MySQL;PostgreSQL;Redis
MySQL;Redis
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);npm;Pip;Splunk;Terraform;Webpack
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);Splunk;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);Splunk;Terraform
NA NA
Yes
Node.js;React;Spring Boot
React;Spring Boot
React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Android
Ubuntu
Confluence;GitHub;Jira;Markdown File;Trello;Wikis
Confluence;GitHub;Jira;Markdown File;Trello;Wikis
Confluence;GitHub;Jira;Markdown File;Trello;Wikis
NA NA
Stack Overflow;Discord;YouTube;Twitch
Stack Overflow;Discord;YouTube;Twitch
Stack Overflow;Discord;YouTube;Twitch
Telegram, Signal Telegram, Signal
No
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
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 monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Other (write in):
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
"Vibe coding" is absolutely *not* a part of my professional work and I will do what it takes to keep my coworkers from vibe coding as well.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics;Cybersecurity
Language processing
Write in the most significant benefit if not listed above.
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 spen...
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
null
null
null
null
Can't remember...
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;Other (please specify):
All existing skills will remain important, just like knowing how to write with a pen is still important 165 years after the first commercial typewriter. Responsible programming means understanding what you produce, even if the production is aided by AI. Reading and understanding code may be easier than writing code fro...
92,000
6
19,283
19,284
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)
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
14
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
6
Mexico
MXN Mexican peso
1,167,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
BigQuery;MariaDB;MySQL
BigQuery;MariaDB;MySQL;PostgreSQL
BigQuery;MariaDB;MySQL
NA NA
Yes
APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;npm;pnpm
APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes
APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew
Vagrant NA
Yes
Express;jQuery;Node.js;Symfony
jQuery;Symfony
jQuery;Symfony
Processwire Processwire
Yes
Nano;Visual Studio Code;Xcode
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;iOS;Debian
MacOS;Ubuntu;iOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
GitHub;GitLab;Google Workspace;Markdown File;Miro
GitHub;GitLab;Google Workspace;Markdown File;Miro
Docusaurus NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
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;Lists of recommendations (tools, frameworks, technologies, etc.)
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
Yes, I use AI tools weekly
Favorable
Somewhat trust
Very poor at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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
No, never ever in professional work.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
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.
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 improved the quality of my code.
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
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 h...
Clear communication, collaboration, adaptability to new technologies, attention to detail, empathy, active listening, emotional intelligence, resilience. Basically all skills and qualities.
61,430
8
19,284
19,285
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)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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;Books / Physical media
13
Developer, full-stack
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
null
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
6
15
China
CNY Chinese Yuan Renminbi
160,000
Yes
C#;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;TypeScript
null
null
NA NA
Yes
DuckDB;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
APT;Bun;Cargo;Chocolatey;Cloudflare;Digital Ocean;Docker;Gradle;Make;npm;Pip;pnpm;Podman;Vite;Webpack;Yarn
null
null
NA NA
Yes
Astro;Express;jQuery;Node.js;React;Svelte;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;Ollama;uv
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Arch
null
GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data;Creating or maintaining documentation
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Testing code;Search for answers;Learning new concepts or technologies
null
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
No
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Data and analytics
Multi-platform search enablement;Language processing;Personalized agent creation
AI agents have helped me automate repetitive tasks.;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 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
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
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
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
gain and retain program theory and reduce program entropy
22,286
8
19,285
19,286
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)
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 required for my job or to benefit my career
null
14
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
null
null
null
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Australia
USD United States dollar
300,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Rust
Bash/Shell (all shells);Rust
NA NA
Yes
Dynamodb;MySQL;PostgreSQL;Redis;Snowflake;SQLite
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Docker;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Terraform;Yarn
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Docker;Kubernetes;Make;Maven (build tool);pnpm;Podman
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Docker;Kubernetes;Make;Maven (build tool);pnpm
NA NA
Yes
jQuery;React;Spring Boot;Axum
Axum
Axum
NA NA
Yes
Cursor;IntelliJ IDEA;Nano;Neovim;Notepad++;RustRover;Visual Studio Code
IntelliJ IDEA;Neovim;RustRover;Visual Studio Code
IntelliJ IDEA;Neovim;RustRover;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
MacOS;Ubuntu
Confluence;GitHub;GitLab;Jira
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;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
null
null
null
null
NA NA
Yes
A few times per week
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 weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Writing code;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
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
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
null
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.
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.;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
ChatGPT;GitHub Copilot
null
null
null
300,000
8
19,286
19,287
I code primarily as a hobby
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
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);Books / Physical media;Videos (not associated with specific online course or certification);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
25
Retired
null
null
null
null
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
null
null
null
null
null
null
Thailand
THB Thai baht
null
Yes
Bash/Shell (all shells);C;C++;Dart;Fortran;HTML/CSS;JavaScript;Lua;MATLAB;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;Lua;MATLAB;Python;Rust;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;Lua;MATLAB;Python;Rust;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Cargo;Composer;Docker;Firebase;npm;Pacman;Pip;pnpm;Webpack;Yarn
Cargo;Docker;Pacman;Podman
Cargo;Docker;Pacman
NA NA
Yes
Flask;jQuery;Node.js;Vue.js;Axum
Axum
Axum
NA NA
Yes
Android Studio;Neovim;Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Polars;uv
Polars;uv
Polars;uv
null
null
Android;Linux (non-WSL);Arch
Linux (non-WSL);Arch
Doxygen;GitHub;GitLab;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
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
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Search for answers
null
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
No, I will never trust AI generated code. "vibe coding" is just a toy. It is just for amusement.
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.
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
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 h...
Creativity and innovation skills will remain valuable for anyone not just developers. AI tools can only help with something that exist before. AI tool is like monkey. You can teach them to do something that can help you, e.g. in some part of Thailand, you can teach monkey to pick coconut for you but you cannot expect m...
null
null
19,287
19,288
I code primarily as a hobby
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
None of the above
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);Books / Physical media;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
14
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
700
1,000
Germany
EUR European Euro
0
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Prolog;Python;Rust;TypeScript
C;Erlang;HTML/CSS;Lisp;Lua;Prolog;Rust;Zig;Gleam
C;HTML/CSS;Prolog;Rust
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Cargo;Make;npm;Pacman;Pip;pnpm;Vite;Yarn
Cargo;Pacman
Cargo;Pacman
NA NA
Yes
Axum
Axum
Axum
Leptos, Silkenweb Leptos, Silkenweb
Yes
Android Studio;Cursor;Nano;RustRover;VSCodium;Zed
VSCodium
VSCodium
Helix Helix
Polars
null
null
null
null
Linux (non-WSL);Arch
null
Wikis
Wikis
Wikis
sourcehut sourcehut
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Exchange;GitHub (public projects, not private repos)
Stack Exchange;GitHub (public projects, not private repos)
lobste.rs lobste.rs
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Very poor at handling complex tasks
null
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;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, and it shouldn't be be perceived to have anything to do with professional development work.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Language processing
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;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.;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.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
Other (please specify):
null
null
null
19,288
19,289
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)
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);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;Videos (not associated with specific online course or certification);Books / Physical media
7
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
5
5
Viet Nam
VND Vietnamese dong
12,000,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Rust
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL
SQLite
null
NA NA
Yes
npm
Cargo
null
NA NA
Yes
Next.js;Node.js;React
Axum
null
NA NA
Yes
Visual Studio Code
Neovim
null
NA NA
Google Gemini
Tailwind CSS 4
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Ubuntu
Clickup;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Reddit;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Gemini (Pro Reasoning models)
null
NA NA
Not sure/can't remember
Daily or almost daily
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
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Debugging or fixing code;Deployment and monitoring
Writing code;Committing and reviewing code;Learning new concepts or technologies
null
Project planning;Documenting 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
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;Data and analytics
null
AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.
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.
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.
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.
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
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code
Systems thinking and architecture design will become increasingly important. While AI can generate code snippets and even complete functions, understanding how to design scalable, maintainable systems that handle complex interactions between components requires deep domain knowledge and strategic thinking that AI strug...
459
5
19,289
19,290
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
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
AI CodeGen tools or AI-enabled apps
9
AI/ML engineer
20 to 99 employees
null
Remote
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
3
1
Ukraine
USD United States dollar
25,200
Yes
PowerShell;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Nano;Visual Studio Code
null
null
NA NA
Odoo;Pydantic;Google Gemini;Ultralytics
Large Language Model;RAG
null
null
null
Windows;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Notion
null
null
NA Bitbucket
Stack Overflow;Discord;Reddit;X;Kaggle;YouTube;LinkedIn;Medium
null
null
NA NA
null
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
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
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Predictive analytics;Generating content or synthetic data
Project planning;Debugging or fixing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
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
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Decision intelligence;IT operations;Data and analytics;Robotics
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 spen...
null
null
null
Write in the most significant challenge if not listed above:
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.;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.;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 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
Critical thinking, speaking skills, responsibility
25,200
8
19,290
19,291
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
null
null
null
Developer, back-end
100 to 499 employees
null
null
null
null
null
null
Software Development
null
null
null
null
null
Bangladesh
BDT Bangladeshi taka
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
19,291
19,292
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
7
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);AI CodeGen tools or AI-enabled apps;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)
10
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Security or privacy concerns NA
Government
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
3
5
United States of America
USD United States dollar
94,000
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;Visual Basic (.Net)
PowerShell
null
NA NA
Yes
BigQuery;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Android Studio;Nano;Notepad++;Rider;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
.NET 8 or higher
Tailwind CSS 4
null
null
null
Ubuntu
Windows
Azure Devops;GitHub
GitLab
null
NA NA
Stack Overflow;Discord;Bluesky;YouTube;Twitch
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Direct messaging of users
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 monthly or infrequently
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
Other (write in):
No, too many security risks.
No, but I 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.;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.
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
AI cannot innovate. It can only work with what is in its models.
94,000
9
19,292
19,293
I am a developer by profession
25-34 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)
4
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
7
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
null
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
6
Bangladesh
BDT Bangladeshi taka
null
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis
Elasticsearch;MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Bun;Digital Ocean;Docker;Heroku;Microsoft Azure;Netlify;npm;Pip;pnpm;Vercel;Vite
Amazon Web Services (AWS);Bun;Digital Ocean;Docker;Microsoft Azure;npm;Pip;pnpm;Vercel;Vite
Bun;Digital Ocean;Docker;Microsoft Azure;npm;Pip;pnpm;Vercel;Vite
NA NA
Yes
Django;Express;Next.js;Node.js;React
Django;Express;Flask;NestJS;Next.js;Node.js;React;Vue.js
Django;Express;Next.js;Node.js;React
NA NA
Yes
Android Studio;Cursor;PyCharm;Sublime Text;Visual Studio Code;WebStorm
Android Studio;Cursor;Visual Studio Code
Android Studio;Cursor;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
null
null
MacOS;iOS
MacOS;iOS
Clickup;GitHub;Jira
Clickup;GitHub;Jira
Clickup;GitHub;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);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
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
null
null
Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
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
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 reduced the time spent on specific development tasks.
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
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
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
null
null
8
19,293
19,294
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
20
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;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);Colleague or on-the-job training;Blogs or podcasts
35
Other (please specify):
1,000 to 4,999 employees
Individual contributor
Remote
No
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
19,294
19,295
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.)
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);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;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);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
210,000
Yes
Python;TypeScript
Ruby;Rust
null
NA NA
Yes
PostgreSQL
Datomic;PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Ansible;Cargo;Cloudflare;Docker;Homebrew;Kubernetes;npm;pnpm;Poetry;Prometheus;Terraform;Vercel
Cargo;Docker;Homebrew
Cargo;Docker;Homebrew
NA NA
Yes
Django;Next.js;Node.js;React;Vue.js
Astro;Deno;Ruby on Rails;Axum
null
NA NA
Yes
Aider;Claude Code;Neovim;Visual Studio Code;Zed
Neovim;Zed
Neovim;Zed
NA NA
Pydantic;Google Gemini;uv
Pydantic;uv
Pydantic;uv
null
null
MacOS
MacOS
GitHub;Jira;Linear;Notion;Obsidian
GitHub;Linear;Obsidian
GitHub;Linear;Obsidian
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Discord
Discord
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models
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
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Project planning
Learning about a codebase;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;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
Yes, I use AI agents at work weekly
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 increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
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.
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
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;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
null
210,000
4
19,295
19,296
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
Volunteering (regularly)
30
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;Games or coding challenges
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;Games or coding challenges;Books / Physical media;School (i.e., University, College, etc)
40
Applied scientist
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
Personal Project
Connected to an open-source project NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
7
7
United States of America
USD United States dollar
36,000
Yes
C#;C++;Dart;Delphi;Fortran;Go;Groovy;HTML/CSS;MATLAB;MicroPython;PowerShell;Prolog;Python;R;SQL;Swift;TypeScript;Visual Basic (.Net);Zig
Ada;Assembly;Bash/Shell (all shells);C;COBOL;Elixir;Erlang;F#;GDScript;Java;JavaScript;Kotlin;Lisp;Lua;OCaml;Perl;PHP;Ruby;Rust;Scala;VBA;Mojo;Gleam
null
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Digital Ocean
Ansible;Chocolatey;Composer;Digital Ocean
Chocolatey;Composer;Digital Ocean
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Chat (people);Coding challenges;Logic games/puzzles;Direct messaging of users;Day-in-the-life profiles/interviews with experts
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
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;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
Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;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 reduced the time spent on specific development tasks.
null
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.;Write in the most significant benefit if not listed above.
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 se...
null
GitHub MCP Server;ChromaDB;Weaviate;Zep
null
Vertex AI;AutoGen (Microsoft);IBM watsonx.ai;Semantic Kernel;OpenRouter;Zapier;Amazon Bedrock Agents;Martian
null
Honeycomb;Adversarial Robustness Toolbox (ART);Wiz;Protect AI;Vectra AI
null
ChatGPT;GitHub Copilot;Microsoft Copilot;Devin AI;Tabnine;Blackbox AI;Amazon Codewhisperer
null
When I want to fully understand something
fragmental knowledge
36,000
null
19,296
19,297
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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;Blogs or podcasts;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
19,297
19,298
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);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
null
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
19,298
19,299
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)
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);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
20
Developer, full-stack
20 to 99 employees
People manager
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
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
19,299
19,300
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)
20
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-...
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
24
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Insurance
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
6
4
Brazil
BRL Brazilian real
180,000
Yes
Bash/Shell (all shells);COBOL;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);COBOL;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);COBOL;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
clipper clipper
Yes
IBM DB2;MariaDB;MySQL;PostgreSQL
IBM DB2;MariaDB;MySQL;PostgreSQL
IBM DB2;MariaDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Firebase;Homebrew;Kubernetes;Maven (build tool);npm
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Firebase;Homebrew;Kubernetes;Maven (build tool);npm
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Firebase;Homebrew;Kubernetes;Maven (build tool);npm
NA NA
Yes
Angular;Express;jQuery;Node.js;React;Spring Boot
Angular;Express;jQuery;Node.js;React;Spring Boot
Angular;Express;jQuery;Node.js;React;Spring Boot
NA NA
Yes
Claude Code;Eclipse;Notepad++;Visual Studio Code
Claude Code;Eclipse;Notepad++;Visual Studio Code
Claude Code;Eclipse;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS
Windows;Android
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Videos;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
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Predictive analytics
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
I am concerned about the accuracy of the information provided by AI agents.
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.
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
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 quick help troubleshooting
Even if coding is fully replaced ahead, knowing how to code will still be a valueable skill to know how to provide accurate and driven input requests to AI.
32,767
6