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4,501
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
11
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
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
16
Other (please specify):
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
Other (please specify): Is open-source and free software
Availability of better alternatives NA
Other:
null
Yes
I have somewhat considered changing my career and/or the industry I work in
20
50
France
EUR European Euro
41,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lisp;Lua;MicroPython;OCaml;Perl;PHP;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Lua;OCaml;Python;Rust;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lua;OCaml;Python;SQL
Markdown, LaTeX, Typst NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
APT;Google Cloud;Make;npm;Pip
APT;Google Cloud;Make;npm;Pip
APT;Google Cloud;Make;npm;Pip
NA NA
Yes
Flask;jQuery;Node.js
Flask;jQuery;Node.js
Flask;jQuery;Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;VSCodium
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Company-sponsored forums
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Deployment and monitoring
Writing code;Testing code;Committing and reviewing code
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Other Industry purpose (write in):
Language processing;Other specific task (write in):
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Same skills as nowadays.
47,566
null
4,501
4,502
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
3
Student
null
null
null
null
Work
null
null
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Turkey
TRY Turkish lira
0
null
C;HTML/CSS;Java;JavaScript;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;React;Spring Boot
null
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
null
null
Windows;Android
Windows;Android
GitHub;Google Colab;Notion
null
null
NA NA
GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Less than one year
I have never participated in Q&A on Stack Overflow
null
null
Not sure
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Testing code;Deployment and monitoring
Documenting code;Creating or maintaining documentation
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing 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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes it is
No, but I 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.;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.
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Great communication and network
null
null
4,502
4,503
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-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 for my personal curiosity and/or hobbies
null
12
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Media & Advertising Services
null
No
I have neither consider or transitioned into a new career or industry
5
3
Germany
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
APT;Cloudflare;Composer;Homebrew;npm;pnpm;Vite;Webpack;Yarn
APT;Cloudflare;Composer;Homebrew;npm;pnpm;Vite;Webpack;Yarn
APT;Cloudflare;Composer;Homebrew;npm;pnpm;Vite;Webpack;Yarn
Hetzner NA
Yes
Laravel;Node.js;Nuxt.js;Vue.js
Laravel;Node.js;Nuxt.js;Vue.js
Laravel;Node.js;Nuxt.js;Vue.js
NA NA
Yes
PhpStorm
PhpStorm
PhpStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;iOS
MacOS;iOS
GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
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
null
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
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Testing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
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 help troubleshooting;Other (please specify):
I dont think that AI is a threat at all even in 3-5 years
null
10
4,503
4,504
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
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
null
null
Computer Systems Design and Services
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Turkey
TRY Turkish lira
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
Spring Boot
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
null
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
null
null
null
Not sure
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
4,504
4,505
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.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
28
Architect, software or solutions
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
3
Greece
EUR European Euro
38,500
Yes
Dart;HTML/CSS;Java;JavaScript;SQL;TypeScript
Dart;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Dart;HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
H2;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
H2;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
H2;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
NA NA
Yes
Cloudflare;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Prometheus;Vercel;Vite;Webpack
Cloudflare;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Prometheus;Vercel;Vite
Cloudflare;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Prometheus;Vercel;Vite
NA NA
Yes
Next.js;React;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;WebStorm
IntelliJ IDEA;Notepad++;PyCharm;Vim;WebStorm
IntelliJ IDEA;Notepad++;Vim;WebStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Ubuntu;iOS
Ubuntu;iOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Writing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
yes it is
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics
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 increased my productivity.;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 improved collaboration within my team.
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
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
Redis
null
Zapier
null
New Relic
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I want to compare different solutions;When I have ethical or security concerns about code
null
44,666
6
4,505
4,506
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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):
I don’t know
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
5
5
Uzbekistan
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;PowerShell;Python
Bash/Shell (all shells);C;C#;C++;PowerShell;Python
Bash/Shell (all shells);C#;PowerShell;Python
NA NA
Yes
Microsoft SQL Server;MySQL;Neo4J;PostgreSQL;SQLite
Cosmos DB;MySQL;Neo4J;PostgreSQL;SQLite
MySQL;Neo4J;PostgreSQL;SQLite
Apache Solr, Dgraph, cayley NA
Yes
APT;Docker;npm;NuGet;Pip;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Docker;Make;npm;NuGet;Pip;pnpm;Vite;Webpack;Yarn
APT;Docker;npm;NuGet;Pip;pnpm;Vite;Webpack;Yarn
k8s, openshift k8s, openshift
Yes
ASP.NET;ASP.NET Core;Blazor;Django
null
null
NA NA
Yes
Claude Code;Nano;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
Claude Code;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Claude Code;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
Clickup;GitHub;GitLab;Obsidian;Redmine;Stack Overflow for Teams
Clickup;GitHub;GitLab;Obsidian
Clickup;GitHub;GitLab;Obsidian
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
gis.stackexchange.com NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Writing code
Documenting code;Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
not at all
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
bug fixing of AI generated codes; make correct prompts to AI; build solution architecture; validate whether all functionalities work as per documentation/user expectation
null
9
4,506
4,507
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
8
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
null
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;Rust
HTML/CSS;JavaScript;Ruby;Rust
HTML/CSS;JavaScript;Ruby;Rust
NA NA
Yes
Elasticsearch;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis;SQLite
NA NA
Yes
Cargo;Cloudflare;Digital Ocean;Docker;Heroku;Homebrew;npm;Prometheus;Vite;Yarn
Cargo;Cloudflare;Docker;Homebrew;Prometheus;Yarn
Cargo;Cloudflare;Docker;Homebrew;Prometheus;Yarn
NA NA
Yes
Express;Next.js;React;Ruby on Rails
Next.js;Ruby on Rails
Next.js;Ruby on Rails
NA NA
Yes
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Android;Arch
MacOS;Ubuntu
Clickup;GitHub
Clickup;GitHub
Clickup;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Substack;Medium
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Testing code
Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
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
null
null
8
4,507
4,508
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;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
Other online resources (e.g. standard search, forum, online community);Books / Physical media
32
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Manufacturing
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
2
5
Czech Republic
CZK Czech koruna
75,000
Yes
C;C++;Delphi;JavaScript;PHP;Python;SQL
Delphi;JavaScript;PHP;Python;SQL
Delphi;JavaScript;PHP;Python;SQL
Lazarus NA
Yes
Microsoft Access;MySQL;Oracle;SQLite
MySQL;Oracle;SQLite
MySQL;Oracle;SQLite
NA NA
No
null
null
null
NA NA
Yes
Symfony
Symfony
Symfony
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
RAD Studio NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;Android
Windows
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Debugging or fixing code
Learning about a codebase;Project planning;Writing code
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
null
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.;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.;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.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
3,510
8
4,508
4,509
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 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);Blogs or podcasts
40
Developer, full-stack
Less than 20 employees
null
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
Fintech
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
10
10
Ireland
EUR European Euro
null
Yes
C#;Delphi;Groovy;HTML/CSS;JavaScript;PowerShell;SQL
C#;Delphi;HTML/CSS;PowerShell
C#;Delphi;HTML/CSS;PowerShell
Autohotkey Autohotkey
Yes
Dynamodb;Microsoft SQL Server;SQLite
Dynamodb;Microsoft SQL Server;SQLite
Dynamodb;Microsoft SQL Server;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;MSBuild;npm
Amazon Web Services (AWS);MSBuild
Amazon Web Services (AWS);MSBuild
NA NA
Yes
ASP.NET Core;Deno;Node.js;Vue.js
ASP.NET Core
ASP.NET Core
Htmx Htmx
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows;Ubuntu;Android
Azure Devops;Markdown File
Azure Devops;Markdown File
Azure Devops;Markdown File
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)
Mastodon, https://en.delphipraxis.net/ Mastodon, https://en.delphipraxis.net/
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Job board
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, vibe coding is irresponsible
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
The framing of the questions assmes that AI tools will become more capable. I do not assume this
null
10
4,509
4,510
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
Colleague or on-the-job training
10
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality 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
3
5
United States of America
USD United States dollar
94,000
Yes
HTML/CSS;JavaScript;Python;R;Rust;TypeScript
C;C++;Go;HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;Rust;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;Redis
MongoDB;PostgreSQL;Redis
MongoDB;Redis
NA NA
Yes
Docker;Kubernetes;Pip
Amazon Web Services (AWS);Ansible;Docker;Pip
Docker;Pip
uv uv
Yes
Express;Node.js;Vue.js;WordPress
Django;Express;Flask;Node.js;React;Svelte;Vue.js
Express;Node.js;Vue.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
Windows
Windows;Red Hat
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Creativity, problem-solving, and situational context
94,000
9
4,510
4,511
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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);Blogs or podcasts;Stack Overflow or Stack Exchange
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)
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
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
8
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
80,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Lua;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C;C++;Dart;Go;HTML/CSS;JavaScript;Lua;PowerShell;SQL;TypeScript;Zig
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Lua;PowerShell;SQL;TypeScript
NA v
Yes
MariaDB;MongoDB;MySQL;Redis
MariaDB;MongoDB;MySQL;Redis
MariaDB;MongoDB;MySQL;Redis
NA NA
Yes
Bun;Composer;Docker;Google Cloud;npm;pnpm;Vite;Yarn
Bun;Docker;Google Cloud;Vite;Yarn
Bun;Docker;Google Cloud;Vite;Yarn
NA NA
Yes
Astro;Blazor;Deno;Express;jQuery;Node.js;Symfony;Vue.js
Node.js;Symfony;Vue.js
Node.js;Symfony;Vue.js
NA NA
Yes
Android Studio;Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android
Windows;Ubuntu;iOS
Confluence;GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models
Gemini (Flash general purpose models);Meta Llama (all models)
Gemini (Flash general purpose models);Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Other (write in):
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
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
null
Creating or maintaining documentation
Documenting code;Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I think "vibe coding" isn't coding, the code that is generated can have a multitude of problems and I have seen a huge uprising of it online where the code is half baked, and I think that part of being a developer involves being able to debug, AI isn't good at doing that or finding memory leaks, it uses patterns, not logic.
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.
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.
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
Debugging and documentation, debugging is not an easy task and is the largest skill as part of being a developer, which is being able to understand what the code is doing to effectively fix problems, my experience with AI has been very negative with this, as AI uses patterns and not logic, so when it comes to complex applications, AI struggles to really find issues, and when it comes to documentation the docs generated can be wrong, or the AI can misunderstand what the code is doing.
108,913
10
4,511
4,512
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
26
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Finland
EUR European Euro
80,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lisp;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;SQL;Mojo
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;SQL
Clojure Clojure
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;npm;Terraform;Vite
Amazon Web Services (AWS);Docker;Homebrew
Amazon Web Services (AWS);Docker;Homebrew
NA NA
Yes
Express;Next.js;Node.js;React;Spring Boot
null
null
htmx htmx
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;MacOS;iOS
MacOS
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
X;YouTube
YouTube
YouTube
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
Less than once per month or monthly
Long-form articles;Videos;Chat (bot/AI)
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 monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data
null
Search for answers
AI solutions that are almost right, but not quite
No. I always strive to understand what I'm doing.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
Understanding the problem being solved
92,812
10
4,512
4,513
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
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;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
25
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Energy
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United Arab Emirates
USD United States dollar
150,000
Yes
C#;HTML/CSS;Python;TypeScript
C#;HTML/CSS;Python;Rust;TypeScript
C#;HTML/CSS;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Kubernetes;npm;NuGet;Pip;Poetry;Terraform;Yandex Cloud
Docker;Kubernetes;Pip;Terraform
Docker;Kubernetes;Pip;Terraform
NA NA
Yes
Angular;FastAPI
Angular;FastAPI
Angular;FastAPI
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic
Pydantic
Pydantic
null
null
Windows
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Learning new concepts or technologies
Project planning
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
null
Search for answers
null
Partially, when I see that task is suitable (short, specific requirements etc), more often - code suggestions and rewriting code with new requirements
No, but I plan to
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 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’m stuck and can’t explain the problem
Soft skills
150,000
8
4,513
4,514
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
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Montenegro
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript;Kotlin;SQL;TypeScript
C#;HTML/CSS;JavaScript;Kotlin;SQL;Swift;TypeScript
C#;HTML/CSS;JavaScript;Kotlin;SQL;TypeScript
NA NA
Yes
Elasticsearch;Oracle;Redis
Elasticsearch;Oracle;PostgreSQL
Elasticsearch;Oracle
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Android Studio;Rider;Visual Studio
Android Studio;Rider
Android Studio;Rider
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;X;YouTube
Stack Overflow;X;YouTube
Stack Overflow;X;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
null
No, not really
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
4,514
4,515
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I didn't spend time learning in the past year
null
7
Developer, mobile
20 to 99 employees
Individual contributor
In-person
No
Work
Costs are manageable NA
null
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
null
India
INR Indian rupee
null
null
Java;Kotlin
Java;Kotlin
Java;Kotlin
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
NA NA
Yes
Firebase;Gradle
Firebase;Gradle
Firebase;Gradle
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per month or weekly
Chat (people);Long-form articles;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
null
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
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
null
null
Yes, somewhat
IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
7
4,515
4,516
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Games or coding challenges
20
DevOps engineer or professional
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
Personal Project
Reputation for quality NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
75,000
Yes
C#;C++;Delphi;HTML/CSS;Java;JavaScript;MicroPython;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Microsoft Azure;npm;NuGet;Pip
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Meta Llama (all models)
Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Other (write in):
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
102,106
9
4,516
4,517
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
32
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
36
Developer, full-stack
null
null
null
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Government
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
1
Netherlands
EUR European Euro
70,000
Yes
Bash/Shell (all shells);Delphi;HTML/CSS;PowerShell;SQL
Bash/Shell (all shells);Delphi;HTML/CSS;Java;PowerShell;SQL
Bash/Shell (all shells);Delphi;HTML/CSS;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
YouTube;LinkedIn
YouTube;LinkedIn
YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
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
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
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
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
I don't like vibe coding at all.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
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
null
null
Other (please specify):
Common sense. The ability to distiguish good from bad.
81,210
9
4,517
4,518
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
35
Developer, back-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Solving real-world problems Very nice coworkers
I'm not sure
I have neither consider or transitioned into a new career or industry
12
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Go;Java;JavaScript;Kotlin;SQL;TypeScript
Bash/Shell (all shells);Go;Kotlin;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;Kotlin;SQL;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
PostgreSQL
PostgreSQL
Timescale Timescale
Yes
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Webpack
Amazon Web Services (AWS);APT;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure
NA OpenTofu
Yes
Spring Boot
Spring Boot
Spring Boot
NA ktor
Yes
IntelliJ IDEA;Nano;Vim;Visual Studio Code
Cursor;IntelliJ IDEA;Nano;Vim;Visual Studio Code;Windsurf
IntelliJ IDEA;Nano;Vim;Visual Studio Code
NA NA
Google Gemini
null
null
null
null
Windows;Android
MacOS
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File
Azure Devops;GitHub;GitLab;Google Workspace;Markdown File;Miro
Azure Devops;GitHub;GitLab;Google Workspace;Markdown File
Mural NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Long-form articles;Chat (bot/AI)
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
Bad at handling complex tasks
Writing code;Documenting code;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Other (write in):
heck 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.;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
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
Understanding the problem domain to even be able to formulate software requirements. Understanding customers wants and needs. Also Debugging.
null
9
4,518
4,519
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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)
No, I didn't spend time learning in the past year
null
9
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Other (please specify): free (as in freedom) software
Ethical concerns NA
Other:
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
85,000
Yes
Bash/Shell (all shells);HTML/CSS;PowerShell;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS
Bash/Shell (all shells);HTML/CSS
LaTeX LaTeX
Yes
Microsoft SQL Server
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
Ubuntu;Android;Debian
Windows;Ubuntu
GitLab
GitLab
GitLab
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
null
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
null
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.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
fast writing on keyboard
23,196
9
4,519
4,520
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
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);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;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
2
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
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
10
10
Ukraine
USD United States dollar
1,500
Yes
Bash/Shell (all shells);C;Java;Python
Bash/Shell (all shells);Go;Java
Bash/Shell (all shells);Java
NA NA
Yes
H2;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;H2;PostgreSQL;Redis
H2;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);Prometheus;Splunk
Amazon Web Services (AWS);Docker;Gradle;Maven (build tool);Prometheus
Amazon Web Services (AWS);Docker;Maven (build tool);Prometheus
NA NA
Yes
Django;Spring Boot
Spring Boot
Spring Boot
Quarkus Quarkus
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Neovim;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Amazon Bedrock
Amazon Bedrock;RAG
Amazon Bedrock
null
null
Windows;Ubuntu
MacOS;Ubuntu
GitHub;GitLab;Miro
GitHub;GitLab;Miro
GitHub;GitLab;Miro
NA NA
Stack Overflow;Discord;Reddit;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Project planning
Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
Nope
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
System design, critical thinking.
1,500
7
4,520
4,521
I used to be a developer by profession, but no longer am
55-64 years old
Some college/university study without earning a degree
Retired
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
45
Developer, full-stack
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Poor usability NA
null
null
null
null
null
3
Norway
NOK Norwegian krone
null
Yes
Delphi
null
null
NA NA
Yes
MariaDB;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
Delphi 12+ Athens
null
null
null
null
Windows
null
GitHub
null
null
NA NA
Stack Overflow;Discord;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Videos;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
Rarely, almost never
No, and I don't plan to
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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
null
null
null
4,521
4,522
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.)
11
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;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
12
Developer, full-stack
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
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
2
2
Bulgaria
BGN Bulgarian lev
160,000
Yes
HTML/CSS;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Ansible;Docker;npm;pnpm;Vite;Webpack;Yarn
Cloudflare;Docker;npm;Vite
Docker;npm;Vite
NA NA
Yes
Astro;Express;NestJS;Next.js;Node.js;React;Ruby on Rails
Astro;Express;NestJS;Node.js;React
Astro;Express;NestJS;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code;Windsurf
Cursor;Visual Studio Code;Windsurf;Zed
Cursor;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
Large Language Model;RAG;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
Airtable;Clickup;GitHub;Linear;Miro;Notion
GitHub;Linear
GitHub;Linear
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
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
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
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
no
No, but I 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
general problem solving, code reviewing, communication
94,890
7
4,522
4,523
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
10
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
10
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
AI integration or AI Agent capabilities NA
Lack of or sub-par API NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
8
7
Finland
EUR European Euro
80,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Glsl NA
Yes
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Firebase;Google Cloud;Homebrew;npm;pnpm;Poetry;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Firebase;Homebrew
Amazon Web Services (AWS);Firebase;Homebrew
NA NA
Yes
Django;Express;Next.js;Node.js;React
Astro;Deno;Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;iOS
Asana;Confluence;GitHub;Jira;Miro;Notion
GitHub;Miro
GitHub;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Use discussion or chat feature NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code
Project planning
Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;Other (write in):
Yes, I use it for prototyping an non-production code
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
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.;Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
Sentry
null
ChatGPT;GitHub Copilot
Cursor
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;When I need quick help troubleshooting
Debugging, planning, refactoring, understanding testability and the purpose of tests, understanding interfaces, security
92,812
6
4,523
4,524
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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;Online Courses or Certification (includes all media types);Coding Bootcamp
3
Student
null
null
null
null
School
Reputation for quality NA
Availability of better alternatives NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
3
Turkey
TRY Turkish lira
18,000
Yes
C++;Python
C#;C++;Java;JavaScript;Python
C++;Python
NA NA
null
null
null
null
NA NA
Yes
Google Cloud
Google Cloud
Google Cloud
NA NA
Yes
null
null
null
NA NA
null
Claude Code;PyCharm;Visual Studio;Visual Studio Code
Claude Code;PyCharm;Visual Studio;Visual Studio Code
Claude Code;PyCharm;Visual Studio;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android;iPadOS
Windows;Android;iPadOS
GitHub
GitHub;Stack Overflow for Teams
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Coding challenges;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Neutral
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
Writing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Robotics
Language processing;Personalized agent creation
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.;Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
GitHub MCP Server;ChromaDB
null
Agno;AutoGen (Microsoft);LangChain;Smol-AGI;Amazon Bedrock Agents
null
Sentry;Honeycomb;Grafana + Prometheus;Adversarial Robustness Toolbox (ART);Protect AI
null
ChatGPT;Claude Code;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
Curiosity, Passion, Hardwork, Problem solving from human aspects
454
null
4,524
4,525
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
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
Online Courses or Certification (includes all media types)
11
Developer, back-end
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
1
Greece
EUR European Euro
23,100
Yes
Java;SQL
C;C#;C++;Java;JavaScript;Kotlin;Python;SQL
Java;SQL
NA NA
Yes
Elasticsearch;H2;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MySQL
MySQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Maven (build tool);npm
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Gradle;Kubernetes;Make;Maven (build tool);npm
Amazon Web Services (AWS);Ansible;Maven (build tool);npm
NA NA
Yes
Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Sublime Text;Visual Studio Code
null
null
NA NA
Amazon Bedrock
null
null
null
null
Windows;Android
Ubuntu;Android
Confluence;GitLab;Google Workspace;Jira;Markdown File
Confluence;GitHub;Markdown File;Trello
Confluence;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
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
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
null
null
It’s hard to understand how or why the code works
ew no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;Neo4j
null
null
null
Metero;Grafana + Prometheus
null
ChatGPT;Google Gemini
null
When I’m stuck and can’t explain the problem
technical analysis, knowledge of under the hood implementations, understanding
26,799
4
4,525
4,526
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Academic researcher
100 to 499 employees
Individual contributor
In-person
No
Work
Reputation for quality Open source
Outdated or obsolete technology or features NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
5
5
Poland
PLN Polish zloty
60,000
Yes
C++;Python
Python;R
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
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;Google Colab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per month or weekly
Chat (people);Videos;Chat (bot/AI)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Debugging or fixing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
For quick scripts that are never a dependency. Example: making a visual out of some data.
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.;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.
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem;Other (please specify):
Communicating with people.
16,374
null
4,526
4,527
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
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);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;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
12
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Algeria
DZD Algerian dinar
null
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;PHP;Python;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;Redis
Cassandra;Dynamodb;Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
MariaDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Homebrew;Make;npm;Pip;Poetry;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Vercel;Vite;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Homebrew;Make;npm;Pip;Poetry;Vercel;Vite;Yarn
NA NA
Yes
Angular;Django;FastAPI;Flask;jQuery;Laravel;Node.js;Nuxt.js;React;Vue.js
Astro;FastAPI;Laravel;Node.js;Nuxt.js;Svelte;Vue.js
FastAPI;Laravel;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Cursor;PhpStorm;Visual Studio Code
Cursor;PhpStorm;Visual Studio Code
Cursor;PhpStorm;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Odoo;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;Android;iOS
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Monday.com;Notion;Wikis
Azure Devops;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello;Wikis
GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
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
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;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’ve become less confident in my own problem-solving
No. Because I use LLMs to write code snippets rather than write complete features.
No, but I 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
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 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
Code review. Software architecture.
null
5
4,527
4,528
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
7
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
null
India
INR Indian rupee
500,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
jQuery;Node.js;WordPress
Laravel;Node.js;React;Spring Boot
Node.js
NA NA
Yes
Cursor;Sublime Text;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Windows
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
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
Writing code
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
NO
No, but I 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
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
5,812
7
4,528
4,529
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
5
Cybersecurity or InfoSec professional
20 to 99 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
3
3
Poland
PLN Polish zloty
72,000
Yes
C;C#;C++;GDScript;Java;Python;Rust
Zig
null
NA NA
Yes
Elasticsearch
null
null
NA NA
Yes
APT;Cargo;Docker;Make;Maven (build tool);Pacman;Pip
Docker
Docker
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
null
null
null
null
Windows;Arch
Windows;Debian;Red Hat
Confluence;Jira
null
null
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
openAI GPT (chatbot models)
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
Comment on Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad 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;Generating content or synthetic data;Creating or maintaining documentation
Writing 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
null
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.;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
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 help fixing complex or unfamiliar code
A scholastic view of the codebase is something AI struggles at in my experience. For small scripts and bits, AI is fine, but the bigger picture is too many tokens for an AI, making it almost impossible for a tool like this to fit with large codebases.
19,649
null
4,529
4,530
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)
8
null
null
null
null
12
Developer, front-end
100 to 499 employees
Individual contributor
Remote
null
null
null
null
Software Development
null
I'm not sure
null
null
null
Japan
EUR European Euro
null
null
HTML/CSS;JavaScript;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
NA NA
null
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
null
Cargo;Docker;npm;Vite
Bun;Cargo;Docker;npm;Podman;Vite
Cargo;Docker;npm;Vite
NA NA
Yes
Deno;Fastify;Node.js;Nuxt.js;Vue.js;Axum
Deno;Fastify;Node.js;Nuxt.js;Svelte;Vue.js;Axum
Deno;Fastify;Node.js;Nuxt.js;Vue.js;Axum
NA NA
null
Visual Studio Code;Zed
Cursor;Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Tailwind CSS 4
Tailwind CSS 4;Polars;RAG;Google Gemini
Tailwind CSS 4
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Bluesky;X
Bluesky;X
Bluesky;X
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
null
null
null
No, not really
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
4,530
4,531
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
10
Developer, back-end
5,000 to 9,999 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
Connected to an open-source project NA
Security or privacy concerns NA
Banking/Financial Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
4
Italy
EUR European Euro
40,000
Yes
Bash/Shell (all shells);Java;JavaScript;Ruby;SQL
Bash/Shell (all shells);Java;Lisp;Prolog;Scala;SQL;Zig
Bash/Shell (all shells);Java;SQL
NA NA
Yes
Elasticsearch;H2;Microsoft SQL Server;MongoDB;PostgreSQL
Elasticsearch;H2;MongoDB;PostgreSQL;Redis;SQLite
Elasticsearch;H2;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);Prometheus
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool)
NA NA
Yes
Express;Node.js;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
emacs emacs
null
null
null
null
null
Ubuntu
Windows
Azure Devops;Confluence;GitHub;Jira;Markdown File
GitLab;Markdown File
Markdown File
org roam org roam
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
null
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing 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;I don’t use AI tools regularly
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
null
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.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers
Formal reasoning, context
46,406
9
4,531
4,532
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Books / Physical media
20
Developer, back-end
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Lack of or sub-par API NA
Fintech
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
20
20
United Arab Emirates
AED United Arab Emirates dirham
720,000
Yes
Go;Python
Go;Python
Go;Python
NA NA
Yes
PostgreSQL
PostgreSQL;Snowflake;Amazon Redshift
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
NA NA
No
null
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio Code
Cursor;Notepad++;Vim;Visual Studio Code
Cursor;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Asana;Confluence;GitHub;Jira;Markdown File;Microsoft Planner;Miro;Notion
GitHub;Markdown File;Microsoft Planner;Miro
GitHub;Markdown File;Microsoft Planner;Miro
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Kaggle;YouTube;Medium
Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Generating content or synthetic data
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
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Agent/multi-agent orchestration
null
null
AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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.;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
null
Sentry
null
ChatGPT;GitHub Copilot;Microsoft Copilot;Replit
null
When I don’t trust AI’s answers;When I need quick help troubleshooting
ability to read and write quality code
196,054
8
4,532
4,533
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
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
20
DevOps engineer or professional
null
null
null
No
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features 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
null
null
Poland
PLN Polish zloty
null
Yes
Elixir;HTML/CSS;Lua;Perl;Ruby;SQL;Gleam
Ada;Erlang;HTML/CSS;Lua;SQL;Gleam
HTML/CSS;Lua;SQL;Gleam
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA TigerBeetle
Yes
Composer;Docker;Heroku;Pacman;Podman
Pacman;Podman
Pacman;Podman
NA NA
Yes
Phoenix;Ruby on Rails
null
null
Lustre (gleam) Lustre (gleam)
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Arch
Arch
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Bluesky
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
null
null
null
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
4,533
4,534
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
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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
10
DevOps engineer or professional
null
null
null
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
Robust and complete API NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
15
5
Belgium
EUR European Euro
145,000
Yes
Bash/Shell (all shells);C;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript
C++;Go;HTML/CSS;Python;Rust;SQL;Zig
C++;Go;HTML/CSS;Python;Rust;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Gradle;Ninja;Pip;Poetry;Vite;Yarn
Cargo;Ninja
Cargo;Ninja
uv uv
Yes
FastAPI
FastAPI;Vue.js
FastAPI
NA NA
Yes
Cursor;Neovim;VSCodium
Neovim
Neovim
NA NA
Google Gemini
c++23;Polars
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;NixOS
Ubuntu;Linux (non-WSL)
GitHub;Linear;Lucid (includes Lucidchart);Markdown File;Notion
null
null
NA NA
Discord;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
GitHub (public projects, not private repos);Bluesky;LinkedIn
GitHub (public projects, not private repos);Bluesky;LinkedIn
NA NA
Yes
Mistral AI models
Mistral AI models
Mistral AI models
ollama ollama
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Coding challenges
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting code;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):
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
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
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 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
Deep understanding of the code. As AI comes in, more and more people will be only coding from the surface making the deep tech skills scarce and well paid.
168,221
7
4,534
4,535
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.);None of the above
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
6
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Energy
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
6
0
Denmark
DKK Danish krone
500,000
Yes
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB
null
null
NA NA
Yes
Microsoft Azure;Pip
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;FastAPI;Flask
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Android;iOS
Windows;Linux (non-WSL)
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have 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
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
null
77,760
3
4,535
4,536
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
40
Developer, full-stack
null
People manager
Remote
No
Work
Customizable and manageable codebase NA
Prohibitive pricing 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
2
2
Germany
EUR European Euro
400,000
Yes
Delphi
Delphi
Delphi
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
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos
Other (write in): NONE
No, not at all
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Committing and reviewing code
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics
Project planning
Search for answers
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I 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
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
null
464,059
8
4,536
4,537
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
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
8
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
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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Books / Physical media
15
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
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
Other (please specify): good documentation
Security or privacy concerns NA
Fintech
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
8
2
Romania
EUR European Euro
56,000
Yes
Groovy;Java;JavaScript;Kotlin;SQL;TypeScript
Kotlin
Kotlin
NA NA
Yes
MariaDB;MongoDB;PostgreSQL
MongoDB
MongoDB
NA NA
Yes
Cloudflare;Digital Ocean;Gradle;Homebrew;Maven (build tool);npm
Cloudflare;Gradle;Homebrew;Maven (build tool)
Cloudflare;Gradle;Homebrew;Maven (build tool)
jenkins, hetzner jenkins, hetzner
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Sublime Text
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android
MacOS;Ubuntu
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Bad at handling complex tasks
Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Predictive analytics
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Search for answers
null
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
Data and analytics
Language processing
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.;Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
ChatGPT
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
Logical reasoning, deep knowledge of languages used
64,968
9
4,537
4,538
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
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
32
Developer, back-end
100 to 499 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
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
5
4
Germany
EUR European Euro
80,000
Yes
C#;Dart;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Dart;SQL
C#;Dart;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
MSBuild;npm;NuGet;pnpm
MSBuild;NuGet;pnpm
MSBuild;NuGet;pnpm
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET Core;Blazor
Angular;ASP.NET Core;Blazor
Flutter Flutter
Yes
Android Studio;IntelliJ IDEA;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
null
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Neither good or bad at handling complex tasks
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Writing code;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Creating or maintaining documentation
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I am a professional, not an amateur. Maybe AI will get to a point where it will replace professionals, but it is far from it today. It can do the 80% that take 20% of the time, but it will fail at the 20% that take 80% of the time.
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
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
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding the customer's needs, whether it is an end user or a PhBoss. The day that the end user can acurately describe what they want is far, far away and an AI is only as good as it's ability to say "I don't think you want THAT, I think you want THIS instead."
92,812
8
4,538
4,539
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
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;Colleague or on-the-job training
18
Other (please specify):
500 to 999 employees
People manager
Remote
No
Work
Reliability and low latency NA
null
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
4
2
Germany
EUR European Euro
132,500
Yes
Bash/Shell (all shells);Elixir;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Elixir;SQL;TypeScript
Bash/Shell (all shells);Elixir;SQL;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;npm
Datadog;Homebrew;Kubernetes
Datadog;Homebrew;Kubernetes
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
Amazon Bedrock
RAG
null
null
null
Windows;Ubuntu
MacOS
GitLab;Google Workspace;Linear;Markdown File;Notion
GitHub;GitLab;Google Workspace;Linear;Markdown File;Notion
GitLab;Google Workspace;Linear;Markdown File;Notion
Figma Figma
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Testing code
Documenting code;Predictive analytics;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Nope
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
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 learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Scope reduction, project planning, features definition, logical thinking, effective communication
153,719
9
4,539
4,540
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);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 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)
2
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Poor usability NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
C#;C++;Dart;Elixir;Go;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;Perl;PHP;PowerShell;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;Visual Basic (.Net)
C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB
BigQuery;Cassandra;Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;MongoDB
NA NA
Yes
Docker;Firebase;Google Cloud;Maven (build tool);npm;Pip;Vercel;Vite
Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;Netlify;npm;Pip;Supabase;Vercel;Vite;Yarn
Docker;Firebase;Google Cloud;Maven (build tool);npm;Pip;Vercel;Vite
NA NA
Yes
Angular;AngularJS;Express;Next.js;Node.js;React
Django;Express;Flask;Laravel;Next.js;Node.js;React;Svelte;Vue.js
Express;Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;WebStorm
Android Studio;Bolt;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;WebStorm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;WebStorm
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Android
Windows;Android
GitHub;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Wikis
Coda;GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Stack Overflow for Teams;Wikis
GitHub;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
NA NA
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;Perplexity Sonar models;X Grok models
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;Perplexity Sonar models;X Grok models
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;Perplexity Sonar models;X Grok models
NA NA
Yes
Less than once per month or monthly
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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;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
Project planning;Predictive analytics
null
Search for answers
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
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;Data and analytics
null
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 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
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Zapier
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Devin AI;Tabnine;Replit;Perplexity
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
To use AI
null
null
4,540
4,541
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
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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;Online Courses or Certification (includes all media types)
null
DevOps engineer or professional
1,000 to 4,999 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
Easy-to-use API NA
Poor usability NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
2
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
100,000
Yes
Bash/Shell (all shells)
Python
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Prometheus
null
null
NA Pulumi
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;Google Gemini
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Trello
null
null
NA NA
Discord;Reddit;Hacker News;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI);Other (write in):
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase
Search for answers
AI solutions that are almost right, but not quite
Yes, to quick test products.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;IT operations
Language processing;MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
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.
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
Vertex AI
null
Wiz
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Understanding infrastructure
136,141
null
4,541
4,542
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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
20
Data scientist
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Inefficient or time-costly NA
Internet, Telecomm or Information Services
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
2
1
Greece
EUR European Euro
25,000
Yes
Python
Python
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Google Colab
GitHub;Google Colab;Jira
GitHub;Google Colab
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos
Answer a question NA
Yes, somewhat
Less than half of the time
No, but I plan to soon
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I haven’t encountered any problems
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 don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
problem solving
29,004
8
4,542
4,543
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.)
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;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
6
Data or business analyst
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Good brand and public image NA
Poor usability NA
Banking/Financial Services
null
No
I have transitioned into a new career and/or industry voluntarily
10
null
Ukraine
UAH Ukrainian hryvnia
720,000
Yes
Python;SQL
Python;SQL
Python;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle
BigQuery;Oracle
Oracle
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm
Jupyter Notebook/JupyterLab;PyCharm
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Windows;iOS
Windows;Ubuntu
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving
Partially
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.;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 want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
17,256
null
4,543
4,544
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);None of the above;Volunteering (regularly)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
25
Engineering manager
500 to 999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
10
20
Ukraine
EUR European Euro
60,000
Yes
Go;HTML/CSS;JavaScript;PHP;Python;SQL
PHP;Python;SQL
PHP;Python;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
null
null
null
NA NA
Yes
jQuery;Laravel
Laravel
Laravel
NA NA
Yes
Cursor;PhpStorm
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
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
69,609
8
4,544
4,545
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
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 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);Games or coding challenges
8
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Healthcare
null
Yes
I have strongly considered changing my career and/or the industry I work in
3
3
Ukraine
USD United States dollar
64,800
Yes
HTML/CSS;JavaScript;Kotlin;Swift;TypeScript
C++;JavaScript;Kotlin;Swift;TypeScript
JavaScript;Kotlin;Swift;TypeScript
NA NA
null
Dynamodb;MySQL
Dynamodb;MySQL
Dynamodb;MySQL
NA NA
Yes
Amazon Web Services (AWS);Firebase;npm;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Firebase;npm;Terraform;Yarn
Amazon Web Services (AWS);Firebase;npm;Terraform;Yarn
NA NA
Yes
Node.js;React
Angular;Express;NestJS;Next.js;Node.js;React
Node.js;React
Expo Expo
Yes
Android Studio;WebStorm
Android Studio;WebStorm
Android Studio;WebStorm
NA NA
null
null
null
null
null
MacOS
MacOS
Azure Devops;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;X;YouTube;LinkedIn;Medium
Stack Overflow;X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Chat (bot/AI)
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
null
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
64,800
9
4,545
4,546
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
null
19
Yes, I am new to coding or currently a student
Books / Physical media;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
AI CodeGen tools or AI-enabled apps
19
Developer, front-end
20 to 99 employees
null
null
null
null
null
null
Software Development
null
I'm not sure
null
null
null
Belarus
USD United States dollar
70
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React;Vue.js
Next.js;Node.js;React
Remix NA
Yes
RustRover;Visual Studio Code;WebStorm
RustRover;WebStorm
RustRover;WebStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS
MacOS
GitHub;Jira;Trello
GitHub;Jira;Trello
GitHub;Jira;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
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
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Search for answers
null
null
Writing code
Testing code
null
null
Yes, I use AI agents at work daily
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
GitHub Copilot
null
null
null
70
null
4,546
4,547
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
7
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);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, back-end
null
null
null
No
Work
Reliability and low latency NA
null
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
2
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
120,000
Yes
Dart;HTML/CSS;Kotlin;Lua;Python;Rust;SQL
OCaml;Gleam
null
NA NA
Yes
MongoDB;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Gradle;Homebrew;Ninja;Pacman;Pip;Poetry
null
null
NA NA
Yes
Spring Boot;Axum
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Arch
MacOS;Arch
GitHub;Jira
null
null
NA NA
Discord;Reddit;Hacker News;X;YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards
null
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Search for answers
Documenting code;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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 help troubleshooting
Software architecture
163,370
8
4,547
4,548
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (full-time);Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
4
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
8
3
Germany
EUR European Euro
null
Yes
Go;Groovy;HTML/CSS;Java;JavaScript;Lua;Python;Rust;Scala;SQL;TypeScript
Go;Groovy;HTML/CSS;Lua;Python;Rust;SQL;TypeScript
Go;Groovy;HTML/CSS;Lua;Python;Rust;SQL;TypeScript
NA NA
Yes
Firebase Realtime Database;MySQL;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Chocolatey;Cloudflare;Docker;Firebase;Gradle;Make;Maven (build tool);Netlify;npm;Pip;pnpm
Cargo;Chocolatey;Docker;Gradle;Netlify;npm
Cargo;Chocolatey;Docker;Gradle;Netlify;npm
NA NA
Yes
jQuery;Node.js;Ruby on Rails;Spring Boot
jQuery
jQuery
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;RustRover;Vim;Visual Studio Code;WebStorm;Zed
IntelliJ IDEA;Neovim;Vim;Zed
IntelliJ IDEA;Neovim;Vim;Zed
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
Tailwind CSS 4
null
null
Android;Linux (non-WSL);Arch
Ubuntu;Linux (non-WSL)
GitHub;GitLab;Jira;Markdown File;Obsidian;Trello
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
Project planning
Debugging AI-generated code is more time-consuming;Other (write in):
No. I use ai mostly for brainstorming tasks, not to do my work for me
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.;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 compare different solutions;When I need help fixing complex or unfamiliar code
Critical thinking as well as deep understanding of how things work
null
6
4,548
4,549
I code primarily as a hobby
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
11
Student
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
No
null
null
null
Netherlands
USD United States dollar
400,000
Yes
Bash/Shell (all shells);C++;Java;JavaScript;Kotlin;Lisp;Lua;Python;Swift
Bash/Shell (all shells);C++;JavaScript;Python;Swift
Bash/Shell (all shells);C++;JavaScript;Python;Swift
NA NA
Yes
Cloud Firestore;MongoDB;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Visual Studio Code;Xcode
Neovim;Visual Studio Code;Xcode
Neovim;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;MacOS
null
GitHub;Google Colab
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
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);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok 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);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);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Other (write in):
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Creating or maintaining documentation
Debugging or fixing code
AI solutions that are almost right, but not quite
Nope
No, and I don't plan to
Yes, to a great extent
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.
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
Know the "why" and "how"– AI can pump out code just like a human, but being a human who understands why the AI did something and know that a prompt isn't necessary to improve the code ("it did this because X, but it's too myopic to see Y, so I'll actually use a linked list instead to get to Z")
400,000
null
4,549
4,550
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Good brand and public image NA
Prohibitive pricing NA
Other:
You like your manager NA
Yes
I have somewhat considered changing my career and/or the industry I work in
30
5
New Zealand
NZD New Zealand dollar
70,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis;SQLite
SQLite
SQLite
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Pip;Terraform
Docker;Google Cloud;Kubernetes;Pip;Terraform
Docker Compose, GitHub Actions NA
Yes
React
Node.js;React
React
Redux Redux
Yes
Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
GitHub;Google Workspace;Linear;Miro
GitHub;Google Workspace;Linear
GitHub;Google Workspace;Linear
Slack, Google Docs NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
NA NA
Yes
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 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 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 GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
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;Chat (bot/AI)
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
Very 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;Creating or maintaining documentation
null
Deployment and monitoring;Generating content or synthetic data
null
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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.;Write in the most significant challenge if not listed above:
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 learn best practices;When I want to compare different solutions;I don’t think I’ll need help from people anymore
How code connects to the outside world
42,165
6
4,550
4,551
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
14
Developer, back-end
null
null
null
null
Work
Connected to an open-source project NA
Security or privacy concerns NA
null
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
3
Ukraine
USD United States dollar
5,300
Yes
Bash/Shell (all shells);Go;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
Go, Python Rust
Yes
MongoDB;PostgreSQL;SQLite
Elasticsearch
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Kubernetes;Make;npm;Pip;Poetry
null
null
NA NA
Yes
FastAPI
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Amazon Bedrock;Google Gemini
Large Language Model
null
null
null
MacOS
Windows;MacOS;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;Jira;Markdown File;Miro;Notion;Wikis
GitLab
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
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
Long-form articles
Comment on Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code
Project planning;Testing code
Deployment and monitoring
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;Weaviate
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
5,300
8
4,551
4,552
I work with developers or my work supports developers but am not a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
42
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
12
7
Netherlands
EUR European Euro
150,000
Yes
Bash/Shell (all shells);C;Delphi;Go;HTML/CSS;Java;JavaScript;Scala;TypeScript
Bash/Shell (all shells);HTML/CSS;TypeScript;Gleam
Bash/Shell (all shells);HTML/CSS;TypeScript
V V
Yes
Microsoft SQL Server;MySQL;PostgreSQL
PostgreSQL
PostgreSQL
NATS NATS
Yes
Bun;Docker;Kubernetes;npm;Vite
Bun;Docker;Kubernetes;npm;Vite
Bun;Docker;Kubernetes;npm;Vite
NA NA
Yes
jQuery;Node.js;Svelte
Svelte
Svelte
NA NA
Yes
IntelliJ IDEA;Sublime Text;Visual Studio;Zed
Zed
Zed
NA NA
Tailwind CSS 4;Odoo
Tailwind CSS 4;Odoo
Tailwind CSS 4;Odoo
null
null
Arch
Arch
Confluence;GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Mistral AI models
Anthropic: Claude Sonnet;Mistral AI models
Anthropic: Claude Sonnet;Mistral AI models
NA NA
Not sure/can't remember
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Direct messaging of users;Chat (bot/AI)
Answer a question NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Search for answers
Project planning;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Debugging or fixing code
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No it is not and I don't expect to use vibe coding before LLM become much better
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Customer service support
Language processing
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
NATS
null
Inhouse
null
inhouse
ChatGPT;Claude Code
Mistral
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
The ability to move with the times
174,022
null
4,552
4,553
I used to be a developer by profession, but no longer am
45-54 years old
Some college/university study without earning a degree
Employed
null
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
40
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
30
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
100,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
TypeScript
null
NA NA
Yes
Microsoft SQL Server;Redis
Cosmos DB;PostgreSQL;Redis
Redis
NA NA
Yes
Chocolatey;Homebrew;Microsoft Azure;npm;NuGet;pnpm;Terraform;Vite
Amazon Web Services (AWS);Bun;Chocolatey;Cloudflare;Docker;Homebrew;Kubernetes;Microsoft Azure;Podman;Terraform
Chocolatey;Homebrew;Microsoft Azure;Terraform
NA NA
Yes
ASP.NET;ASP.NET Core;Astro
ASP.NET;ASP.NET Core;Astro;Blazor;Vue.js
ASP.NET;ASP.NET Core;Astro
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Claude Code;Rider;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows
Azure Devops;Confluence;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
GitLab;Linear;Markdown File;Miro
Linear;Markdown File
NA NA
Bluesky;Medium
Bluesky
Bluesky
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
Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
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;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
Learning about a codebase
AI solutions that are almost right, but not quite
Yes, as a manager with limited coding time and often working on smaller supporting, non-prod-critical applications
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Decision intelligence
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;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.
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
Zapier
null
Grafana + Prometheus
null
ChatGPT
null
When I want to fully understand something;When I have ethical or security concerns about code
Understanding nuance of customer problems and being able to explain those to leverage AI to solve the problems
136,141
null
4,553
4,554
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
12
Cloud infrastructure engineer
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Media & Advertising Services
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Spain
EUR European Euro
50,000
Yes
PowerShell;Python;SQL
C#;PowerShell;Python;SQL
PowerShell;Python;SQL
NA NA
Yes
BigQuery;DuckDB;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis
BigQuery;DuckDB;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis
BigQuery;DuckDB;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis
NA NA
Yes
Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet;Pip;Poetry;Terraform
Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet;Pip;Poetry;Terraform
Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet;Pip;Poetry;Terraform
NA NA
Yes
Django;FastAPI
ASP.NET Core;Blazor;Django;FastAPI
Django;FastAPI
NA NA
Yes
PyCharm;Visual Studio Code
PyCharm;Rider;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL)
GitHub;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code
Learning about a codebase
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
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
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
58,007
7
4,554
4,555
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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;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
25
Developer, back-end
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
null
null
null
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
null
null
India
INR Indian rupee
null
Yes
C#;SQL
C#;Python;SQL
C#;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
Microsoft SQL Server;MySQL;Oracle
NA NA
Yes
MSBuild;npm;NuGet
Docker;Firebase;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
MSBuild;npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core;Blazor;FastAPI;React
ASP.NET;ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitLab
GitHub;GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Multiple times per day
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
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;Other (write in):
null
Writing code
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
4,555
4,556
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
13
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
12
12
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
45,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
Cloud Firestore;MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;New Relic;npm;Pip;Vite;Webpack
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Kubernetes;New Relic;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Docker;New Relic;Vite
NA NA
Yes
jQuery;Laravel;Vue.js;WordPress
Laravel;Vue.js
Laravel;Vue.js
NA NA
Yes
IntelliJ IDEA;Nano;PhpStorm;Sublime Text
IntelliJ IDEA;PhpStorm
IntelliJ IDEA;PhpStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Ubuntu
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Hacker News;YouTube
Stack Overflow;Stack Exchange;Hacker News;YouTube
Stack Overflow;Stack Exchange;Hacker News;YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Coding challenges;Logic games/puzzles;Job board
Answer a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Partially, but less dependence on the planning of writing software. This more leans towards "I know what I have to write, and I know how to write it" but using tools like copilot to actually write the code as an "advanced autocorrect", adjusting line-by-line until it was what I expected to write.
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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
Converting complex business requirements into a workable solution for an end user. Creating maintainable, understandable code. Speed of development (compared to AI agents, for example). Understanding work produced to communicate with stakeholders. Domain knowledge expertise and related debugging - this is further expanded when considering out of date software, package integrations and badly written legacy code.
61,264
7
4,556
4,557
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
null
null
Fintech
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Iran, Islamic Republic of...
IRR Iranian rial
null
Yes
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
npm;Vite
npm;Vite
npm;Vite
NA NA
Yes
Laravel;Next.js;Node.js;React
Express;Laravel;Next.js;Node.js;React
Laravel;Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
null
null
null
NA NA
GitHub (public projects, not private repos);YouTube;LinkedIn
GitHub (public projects, not private repos);YouTube;LinkedIn
GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Chat (bot/AI)
null
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase
null
Writing code;Debugging or fixing code;Testing code;Search for answers
I haven’t encountered any problems
null
No, but I plan to
Yes, to a great extent
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
null
null
0
4,557
4,558
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.)
10
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
8
Developer, QA or test
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Other (please specify): 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
null
null
Hungary
HUF Hungarian forint
24,000,000
Yes
C#;Python
Python
Python
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Angular
null
null
NA NA
Yes
Notepad++;PyCharm;Rider;Visual Studio Code;WebStorm
Notepad++;PyCharm;Rider;WebStorm
Notepad++;PyCharm;Rider;WebStorm
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
githubcopilot githubcopilot
Yes
Daily or almost daily
Between 10 and 15 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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;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;Other (write in):
No.
Yes, I use AI agents at work daily
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.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;Other (please specify):
thinking
69,400
8
4,558
4,559
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)
30
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
35
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Fintech
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;WordPress
ASP.NET;ASP.NET Core;Blazor;jQuery;WordPress
ASP.NET;ASP.NET Core;Blazor;jQuery;WordPress
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Linux (non-WSL)
null
null
null
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 week
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
null
null
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
null
null
null
9
4,559
4,560
I am learning to code
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
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);Games or coding challenges;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
5
Student
null
null
null
null
Personal Project
Robust and complete API NA
Availability of better alternatives NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Elixir;Lua;Python;R;SQL
Bash/Shell (all shells);Elixir;Erlang;Lua;Python;R;Rust;SQL;Zig;Gleam
Bash/Shell (all shells);Elixir;Lua;Python;R;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Ubuntu;Arch
Windows;Ubuntu
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles
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
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
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;When I want to learn best practices;When I have ethical or security concerns about code
null
null
null
4,560
4,561
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
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;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
16
Developer, back-end
null
null
null
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have strongly considered changing my career and/or the industry I work in
7
5
Poland
PLN Polish zloty
191,500
Yes
C;HTML/CSS;Python;Rust
C;JavaScript;Python;Rust;Swift
C;Python;Rust
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Datadog;Docker;npm;Pip;Poetry
Ansible;Cargo;Cloudflare;Datadog;Docker;npm;Pip;Podman;Poetry
Ansible;Cargo;Cloudflare;Datadog;Docker;npm;Pip;Poetry
NA NA
Yes
Django
Django;FastAPI;React;Axum
Django
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Nano;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS;Linux (non-WSL);iPadOS
MacOS;iOS;Linux (non-WSL);iPadOS
Confluence;GitHub;Google Workspace;Markdown File;Miro;Notion;Trello
Confluence;GitHub;Markdown File;Miro;Trello
Confluence;GitHub;Markdown File;Miro;Trello
Targetprocess Targetprocess
Stack Overflow;Stack Exchange;Discord;Hacker News;X;YouTube;LinkedIn;Substack;Medium
Discord;Hacker News;X;YouTube;Substack;Medium
Discord;Hacker News;X;YouTube;Substack;Medium
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
Chat (people);Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer I don't participate
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
No, just in one of my personal projects, where I don't know the language or specifics of mobile application development.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
Write in the most significant benefit if not listed above.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecture and patterns, approach to solving specific problems, choice of tools. There is also a lot of legacy code to maintain and places where AI agents can't be used.
52,260
5
4,561
4,562
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
30
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Fintech
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
6
5
Germany
EUR European Euro
94,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;Visual Basic (.Net)
C#;HTML/CSS;PowerShell;SQL
C#;HTML/CSS;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis
NA NA
Yes
Chocolatey;Docker;MSBuild;NuGet;Prometheus
Chocolatey;Docker;Heroku;Kubernetes;Microsoft Azure;MSBuild;NuGet;Prometheus;Splunk;Terraform
Chocolatey;Docker;MSBuild;NuGet;Prometheus
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
Large Language Model
Large Language Model;RAG
Large Language Model
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
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
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Documenting code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Testing code
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics
null
AI solutions that are almost right, but not quite
No
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
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.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Complex tasks from business, analysis
109,054
8
4,562
4,563
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
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
16
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Government
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
6
3
Norway
NOK Norwegian krone
930,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;SQL;TypeScript
null
null
NA NA
Yes
H2;InfluxDB;MariaDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
APT;Cloudflare;Digital Ocean;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Prometheus;Vite;Webpack
null
null
NA NA
Yes
Express;Node.js;React;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;Debian;Linux (non-WSL)
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;Jira;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
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
Coding challenges
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Other (write in):
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
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
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
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
null
91,909
7
4,563
4,564
I used to be a developer by profession, but no longer am
25-34 years old
Associate degree (A.A., A.S., etc.)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Security or privacy concerns Presence of LLM/AI whose scope is vague or better served by another type of tool
Internet, Telecomm or Information Services
null
No
I have strongly considered changing my career and/or the industry I work in
10
13
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL
Assembly;Bash/Shell (all shells);Python;Rust;SQL
Bash/Shell (all shells);Python;Rust;SQL
NA NA
Yes
null
null
null
NA NA
Yes
Ansible;Cargo;Docker;Kubernetes
Cargo;Docker
Cargo;Docker
NA NA
Yes
null
null
null
HTML, CSS, JS NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
ed NA
null
null
null
null
null
Debian;Linux (non-WSL);Arch
Windows;Debian;Linux (non-WSL)
GitHub
null
null
Gitea Gitea
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Direct messaging of users;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
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
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;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
Root cause analysis, problem analysis and articulation, systems-level debugging, understanding of basic and field-relevant algorithms and optimization techniques, intuition for software architecture best practices, authoring postmortems, touch typing, and unionizing.
150,000
null
4,564
4,565
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
20
Developer, full-stack
20 to 99 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
Robust and complete API 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
50
30
Switzerland
CHF Swiss franc
110,000
Yes
HTML/CSS;Java;JavaScript;PowerShell;SQL
HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
HTML/CSS;Java;JavaScript;PowerShell;SQL
NA NA
Yes
H2;Microsoft SQL Server;Oracle
H2;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
H2;Microsoft SQL Server
NA NA
Yes
Docker;Maven (build tool)
Docker;Kubernetes;Maven (build tool);Yarn
Docker;Maven (build tool)
NA NA
Yes
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Debian;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitLab;Jira
Confluence;GitLab;Jira
Confluence;GitLab;Jira
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
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);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
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Debugging or fixing code;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
NO, that does not seem to make sense
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.
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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
thinking critically understanding domains
136,392
8
4,565
4,566
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I didn't spend time learning in the past year
null
4
Student
null
null
null
null
School
Reliability and low latency NA
Poor usability NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
4
Egypt
EGP Egyptian pound
0
Yes
C;Lua;MATLAB;Python
C;Lua;Python
C;Lua;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Ubuntu
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;YouTube
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges
Upvote/Downvote Q&A posts NA
No, not at all
More than half the time
No, and I don't plan to
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
null
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving
No, and Big NO!
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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 don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
problem solving, critical thinking
null
null
4,566
4,567
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time);Engaged in paid work (less than 10 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);Books / Physical media;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
AI CodeGen tools or AI-enabled apps
5
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
4
Belarus
USD United States dollar
35,000
Yes
Bash/Shell (all shells);Java;JavaScript;SQL
Bash/Shell (all shells);C;C++;Java;Kotlin;Python;SQL
Bash/Shell (all shells);Java;SQL
NA NA
Yes
Elasticsearch;PostgreSQL
Elasticsearch;H2;MongoDB;Neo4J;PostgreSQL;Redis
Elasticsearch;PostgreSQL
NA NA
Yes
Docker;Google Cloud;Gradle;Maven (build tool)
Amazon Web Services (AWS);Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool)
Docker;Google Cloud;Gradle;Maven (build tool)
NA NA
Yes
jQuery;Spring Boot
Angular;Node.js;React;Spring Boot
Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Claude Code;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab
Confluence;GitHub;GitLab
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Testing code;Committing and reviewing code;Predictive analytics
Documenting code;Creating or maintaining documentation
Generating content or synthetic data
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.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
Other (please specify):
Ability to build complex maintainable systems over abstractions to solve business problems
35,000
8
4,567
4,568
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.)
17
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
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
20
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
5
Sweden
SEK Swedish krona
660,000
Yes
C#;HTML/CSS;JavaScript;SQL
null
null
NA NA
Yes
Cosmos DB;Elasticsearch;Redis
null
null
NA NA
Yes
Microsoft Azure;npm;NuGet;Yarn
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Node.js;React;Vue.js
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
Azure Devops;GitHub;GitLab
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
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
null
Upvote/Downvote Q&A posts NA
No, not really
About half of the time
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation;IT operations
Agent/multi-agent orchestration
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
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
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
Azure
null
null
GitHub Copilot
null
When I want to compare different solutions
Understanding customers
69,182
7
4,568
4,569
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
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);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;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
10
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Internet, Telecomm or Information Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
10
Switzerland
CHF Swiss franc
72,000
Yes
Bash/Shell (all shells);C#;C++;Dart;Elixir;Erlang;GDScript;Go;HTML/CSS;JavaScript;Lisp;Lua;MicroPython;PHP;Prolog;Rust;SQL;TypeScript;Gleam
Elixir;Erlang;GDScript;Lisp;Rust;Zig;Gleam
Elixir;Erlang;GDScript;Lisp;Rust;Gleam
Haskell, Fennel, Uiua Haskell, Fennel, Uiua, Scheme, Janet, Lean, Racket
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Cloudflare;Composer;Docker;Homebrew;Make;Netlify;npm;pnpm;Podman;Vercel;Vite
pnpm;Podman;Vite
pnpm;Podman;Vite
Nix, Lima Nix, Lima
Yes
Deno;Laravel;Node.js;Phoenix;Svelte
Phoenix;Svelte
Phoenix;Svelte
Lustre, Wisp, Tauri Lustre, Wisp, Tauri
Yes
Neovim;Zed
Neovim
Neovim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;Linux (non-WSL);NixOS
MacOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
null
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Between 5 and 10 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 at all
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Project planning;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Hell no. I see the appeal for people who don't care about code quality, but for actual engineers it's a nightmare.
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.;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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Largely the same relevant ones as now.
89,275
8
4,569
4,570
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Fintech
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
10
7
Serbia
EUR European Euro
2,500
Yes
Bash/Shell (all shells);C;C#;Java;Kotlin;Lua;PowerShell;Python;Scala;SQL
Bash/Shell (all shells);C;C#;Elixir;Erlang;Kotlin;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);C;C#;Kotlin;PowerShell;Python;SQL
Verse Verse
Yes
H2;Microsoft SQL Server;PostgreSQL;Redis
Cosmos DB;Elasticsearch;H2;PostgreSQL;Redis;Snowflake;SQLite;Valkey
H2;PostgreSQL;Redis
NA NA
Yes
Docker;Gradle;Heroku;Kubernetes;Maven (build tool);MSBuild;npm;NuGet;Pip;pnpm;Prometheus;Vite;Webpack;Yarn
Docker;Gradle;Kubernetes;Microsoft Azure;MSBuild;NuGet;Pip;Podman;Terraform
Docker;Gradle;Kubernetes;MSBuild;NuGet;Pip
NA NA
Yes
ASP.NET Core;Blazor;FastAPI;Flask;NestJS;Next.js;Node.js;React;Spring Boot
ASP.NET Core;Blazor;Phoenix
ASP.NET Core;Blazor
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Microsoft Fabric
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab;Jira;Markdown File;Redmine;Wikis
GitHub;GitLab;Markdown File;Redmine;Wikis
GitHub;GitLab;Markdown File;Redmine;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
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;Debugging or fixing code;Learning new concepts or technologies
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Predictive analytics
null
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. Vibe shell scripting maybe but not really.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
AI is still completely incapable of separating a problem into smaller pieces. Developers that know how to see the bigger picture and can break down problems into small pieces that integrate into a bigger workflow will be even more important.
2,900
7
4,570
4,571
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
42
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
47
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
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
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
8
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
145,000
Yes
null
null
null
React, OpenSilver, MAUI OpenSilver, MAUI
Yes
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Gradle;Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
Blazor;jQuery;Node.js;React
Blazor;jQuery;Node.js
Blazor;jQuery;Node.js
OpenSilver OpenSilver
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
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
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
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
You must be joking, sunshine!
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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.
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;I don’t think I’ll need help from people anymore
self starting, self confidence, tenacity, finding stuff, listening properly
197,405
10
4,571
4,572
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
10
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
4
8
Italy
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Kotlin;Perl;PowerShell;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;SQLite
BigQuery;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
BigQuery;MongoDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Docker;Firebase;Google Cloud;Gradle;Make;npm;Pip;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool);npm;Pip
Docker;Firebase;Google Cloud;Gradle;Make;npm;Pip
NA NA
Yes
Angular;AngularJS;ASP.NET;Deno;Django;Express;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;React;Spring Boot;Svelte;Vue.js
Angular;Node.js;React;Svelte;Vue.js
Angular;Node.js;React;Svelte;Vue.js
NA NA
Yes
Android Studio;Nano;Vim;Visual Studio;Visual Studio Code;VSCodium
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
c++23;Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Confluence;GitHub;Google Colab;Google Workspace;Jira;Notion;Obsidian
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Daily or almost daily
Message Boards;Videos;Coding challenges;Logic games/puzzles;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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;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
Absolutely not. AI is a tool that has to be used correctly to have great results. With that mentality anyone can be a programmer, but it's imperative to stress that those people will not be Software Engineers. There is a lot of difference between those two (e.g. the problem solving skill a SE should have; the ability to plan that a SE should have; etc...).
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 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.
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 quick help troubleshooting
Problem solving, software planning, experience and multiple approach to a problem, different view on a given task
null
null
4,572
4,573
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
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;School (i.e., University, College, etc)
14
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
Georgia
GEL Georgian lari
95,000
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C#;SQL;TypeScript
C#;SQL;TypeScript
NA NA
Yes
Cassandra;Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Microsoft SQL Server;MongoDB;Redis
NA NA
Yes
Chocolatey;Docker;Microsoft Azure;npm;NuGet
Chocolatey;Docker;Microsoft Azure;NuGet
Chocolatey;Docker;Microsoft Azure;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Astro;jQuery;Laravel;Next.js;Node.js;React
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code;Windsurf
Visual Studio;Visual Studio Code;Windsurf
Visual Studio;Visual Studio Code;Windsurf
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab;Jira;Markdown File;Obsidian
Markdown File
Markdown File
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
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
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Testing code;Committing and reviewing code
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
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 want to compare different solutions;When I’m stuck and can’t explain the problem
System Design, Communication, Expertise at project's domain
34,925
8
4,573
4,574
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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);Colleague or on-the-job training;Stack Overflow or Stack Exchange
30
Developer, desktop or enterprise applications
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Manufacturing
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
25
15
Hong Kong (S.A.R.)
HKD Hong Kong dollar
680,000
Yes
Bash/Shell (all shells);C;C++;Fortran;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;MATLAB;Python;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;SQL
Tcl Carbon
Yes
MongoDB;MySQL;SQLite
MySQL;Redis;SQLite
MySQL;SQLite
NA NA
Yes
APT;Make;MSBuild;Ninja;npm;Pip
APT;Cargo;Cloudflare;Docker;Kubernetes;Make;Maven (build tool);Ninja;npm;Pip
APT;Make;Ninja;npm;Pip
cpm, vcpkg, Conda, uv, yum, dnf cpm, Conda, uv, yum, dnf
Yes
jQuery;Node.js
jQuery;Node.js;React;Ruby on Rails;Vue.js
jQuery;Node.js
NA NA
Yes
Nano;Notepad++;PyCharm;Vim;Visual Studio Code
PyCharm;Vim;Visual Studio Code
PyCharm;Vim;Visual Studio Code
NA NA
c++23;Large Language Model;Pydantic;Google Gemini
c++23;Polars;Large Language Model;Pydantic;RAG;Google Gemini
c++23;Large Language Model;Pydantic;Google Gemini
null
c++26
Ubuntu;Android;iPadOS;Fedora
Ubuntu
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian;Wikis
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Feishu (also known as Lard) NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Comment on Q&A posts NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
Infrequently, mostly when I have to use a new library and don't have enough time to grok the doc and need something quick.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Domain-specific knowledge in niche areas The ability to develop AI tools and agents
86,624
null
4,574
4,575
I am a developer by profession
25-34 years old
Other (please specify):
Employed
None of the above
4
Yes, I am new to coding or currently a student
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Inefficient or time-costly NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MySQL
MySQL;PostgreSQL
MySQL
NA NA
Yes
Google Cloud;Gradle;Netlify;npm
Docker;Firebase;Kubernetes;Netlify;npm;Vercel;Vite;Webpack
Netlify;npm
NA NA
Yes
Express;Next.js;Node.js
AngularJS;Express;Next.js;Node.js;React
Express;Next.js;Node.js
NA NA
Yes
Bolt;Notepad++;Visual Studio Code
Bolt;Notepad++;Visual Studio Code
Bolt;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;hostinger
Tailwind CSS 4
null
null
Windows;Ubuntu;Android
Windows
GitHub;Redmine;Stack Overflow for Teams
GitHub;Redmine;Stack Overflow for Teams
GitHub;Redmine;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Less than once per month or monthly
Chat (people);Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Comment on Q&A posts NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics;Search for answers
null
Learning new concepts or technologies
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
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations
Multi-platform search enablement
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
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.;Write in the most significant benefit if not listed above.
AI agents have increased my productivity.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Write in the most significant challenge if not listed above:
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.;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
GitHub MCP Server;ChromaDB
null
Vertex AI
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
I think more to learned
null
8
4,575
4,576
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
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
12
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Poor usability NA
Other:
Recognition from peers for your work NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
3
India
INR Indian rupee
null
Yes
C#;Go;Python;SQL
C#;Go;Python;Rust;SQL
C#;Go;Python;SQL
NA NA
Yes
PostgreSQL
Cassandra;Neo4J;PostgreSQL;Cockroachdb
PostgreSQL
NA NA
Yes
Docker;Google Cloud;Kubernetes;Make;Maven (build tool);npm;NuGet;Terraform
Docker;Google Cloud;Kubernetes;Make;NuGet;Terraform
Docker;Google Cloud;Kubernetes;Make;NuGet;Terraform
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
IntelliJ IDEA;Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
null
null
null
bitbucket bitbucket
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;Medium
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;Medium
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;Medium
NA NA
Yes
openAI Reasoning models
openAI Reasoning models
openAI Reasoning models
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;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;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
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Agent/multi-agent orchestration
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
ChatGPT
AutoGen (Microsoft)
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging, Problem Solving, Architecture, Code reviews
null
5
4,576
4,577
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
35
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
35
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API nothing below this entry
Other (please specify): Use of AI
Software Development
Recognition from leadership for your work NA
Yes
I have neither consider or transitioned into a new career or industry
20
6
Austria
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;Redis;SQLite
MariaDB
MariaDB
NA NA
Yes
Composer;Docker;Homebrew
Composer;Docker;Homebrew
Composer;Docker;Homebrew
NA NA
Yes
Angular;AngularJS;React
React
React
NA NA
Yes
PhpStorm
PhpStorm
PhpStorm
NA NA
null
null
null
null
null
MacOS;iOS;Linux (non-WSL);iPadOS
MacOS;Linux (non-WSL)
GitHub;YouTrack
GitHub;YouTrack
GitHub;YouTrack
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Not sure/can't remember
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
null
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
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
NO and fuck this stupid bullshit
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
Thinking
null
3
4,577
4,578
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Colleague or on-the-job training
12
Developer, front-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
47,000
Yes
C#;HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
null
Firebase Realtime Database;MariaDB;Microsoft SQL Server;PostgreSQL;SQLite;Supabase
SQLite;Supabase
SQLite;Supabase
NA NA
null
Bun;Chocolatey;Cloudflare;Datadog;Docker;Firebase;Gradle;Heroku;npm;Pip;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
Bun;Chocolatey;Cloudflare;Datadog;npm;pnpm;Supabase;Vercel;Vite
Bun;Chocolatey;Cloudflare;Datadog;npm;pnpm;Supabase;Vercel;Vite
NA NA
Yes
Nuxt.js;React;Vue.js
Nuxt.js;Vue.js
Nuxt.js;Vue.js
NA NA
null
Android Studio;Bolt;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Windows
Azure Devops;GitHub;Jira;Markdown File
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
null
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
No, but I 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
null
null
54,527
7
4,578
4,579
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
None of the above
8
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;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
8
Developer, back-end
null
null
null
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
4
4
Ukraine
USD United States dollar
18,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
C;Go
null
NA NA
Yes
Dynamodb;Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Redis;SQLite;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud;Heroku;New Relic;npm;Prometheus;Vite;Yarn
null
null
NA NA
Yes
jQuery;Laravel;Node.js;React;Symfony;Vue.js
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;PhpStorm
null
null
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Ubuntu
null
GitLab;Jira;Miro;Redmine
null
null
NA NA
YouTube;Medium
null
null
dou.ua NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Infrequently, less than once per year
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
null
Learning about a codebase;Project planning;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
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.;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.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
18,000
7
4,579
4,580
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
31
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
Technical documentation (is generated for/by the tool or system)
41
Architect, software or solutions
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
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
7
5
Slovenia
EUR European Euro
null
Yes
C++;Python
C++;Kotlin;Python
C++;Python
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Digital Ocean;Gradle;Maven (build tool);Ninja;Pip
Digital Ocean;Ninja;Pip
Digital Ocean;Ninja;Pip
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Pydantic;Google Gemini
Pydantic;Google Gemini
Pydantic;Google Gemini
null
null
Ubuntu
Windows
Confluence;Doxygen;GitHub;GitLab;Jira
Confluence;Doxygen;GitHub;GitLab;Jira
Confluence;Doxygen;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Search for answers
Project planning;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need quick help troubleshooting
Debugging, design, embedded systems.
null
7
4,580
4,581
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
6
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;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);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
6
Developer, full-stack
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
7
22
Germany
EUR European Euro
1
Yes
Go;Rust
null
null
NA NA
Yes
MariaDB;MongoDB;PostgreSQL;SQLite
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;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
null
null
null
NA NA
YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not at all
More than half the time
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works;I haven’t encountered any problems
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
1
8
4,581
4,582
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
25
UX, Research Ops or UI design professional
null
null
null
No
Work
Easy-to-use API NA
Poor usability NA
Manufacturing
null
No
I have strongly considered changing my career and/or the industry I work in
5
5
Turkey
TRY Turkish lira
3,500,000
Yes
JavaScript;Ruby;Gleam
Gleam
Gleam
Elm Elm
Yes
SQLite
Redis;SQLite;Cockroachdb
SQLite
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Elm, Lamdera Elm, Lamdera, Lustre
Yes
Visual Studio Code;Zed
Zed
Zed
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
Coda;GitHub
GitHub
GitHub
Basecamp Basecamp
Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
We need a better representation of higher level software constructs for that to work. Code is just one component of what we call software.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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
Domain modeling. Software always has a real-world counterpart, and good software reflects that counterpart well in its implementation.
88,368
null
4,582
4,583
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;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;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)
7
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Manufacturing
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
5
Malaysia
MYR Malaysian ringgit
10,800
Yes
Python;SQL
Go;Python;SQL
Python;SQL
NA NA
Yes
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Microsoft Azure;Pip
Amazon Web Services (AWS);Pip
Amazon Web Services (AWS);Pip
NA NA
Yes
Django;FastAPI;Flask
Django;FastAPI;Node.js;React
Django;FastAPI
NA NA
Yes
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
Amazon Bedrock
Amazon Bedrock;Google Gemini
Amazon Bedrock
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Microsoft Planner
GitHub;GitLab
GitHub
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);X;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);X;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);X;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Chat (bot/AI)
null
Yes, definitely
More than half the time
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2,545
9
4,583
4,584
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
30
Developer, full-stack
Less than 20 employees
People manager
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
null
No
I have neither consider or transitioned into a new career or industry
10
10
Latvia
EUR European Euro
1,000,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew
NA NA
Yes
ASP.NET Core;jQuery;Next.js;Node.js;Vue.js
ASP.NET Core;jQuery;Next.js;Node.js;Vue.js
ASP.NET Core;jQuery;Next.js;Node.js;Vue.js
NA NA
null
Bolt;Cursor;Visual Studio Code
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
MacOS;Ubuntu;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per week
null
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
Committing and reviewing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Customer service support
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 spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
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
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.
null
Qdrant
null
null
null
null
null
null
Cursor
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
null
1,160,147
10
4,584
4,585
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);Videos (not associated with specific online course or certification);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)
12
Developer, full-stack
Less than 20 employees
People manager
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
null
null
Media & Advertising Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
2
3
Suriname
USD United States dollar
24,500
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
null
null
NA NA
Yes
Cassandra;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Homebrew;Make;npm;Pacman;Pip;pnpm;Poetry;Vercel;Webpack
null
null
NA NA
Yes
Astro;Django;FastAPI;Flask;NestJS;Next.js;React
Django;FastAPI
Django;FastAPI
NA NA
Yes
Claude Code;Lovable.dev;Neovim;Windsurf
Neovim
Neovim
NA NA
Tailwind CSS 4
null
null
null
null
MacOS;Ubuntu;Android;Linux (non-WSL);Arch
MacOS;iOS;Linux (non-WSL)
GitHub;Notion;Trello
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
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
null
null
Learning about a codebase;Creating or maintaining documentation
Project planning;Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I just generate small pieces of the code. Not the hole feature at least it's to simple
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.
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.;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
Reduce a problem into small tasks or subproblems
24,500
null
4,585
4,586
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (full-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 training;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);Stack Overflow or Stack Exchange;Books / Physical media
15
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
9
9
Ukraine
UAH Ukrainian hryvnia
384,000
Yes
Bash/Shell (all shells);C;C++;Lua;Python;SQL
Ada;Assembly;C#;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;R;Ruby;Rust;Scala;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Make;Pip
Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Datadog;Digital Ocean;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Ubuntu
GitHub;GitLab;Google Colab;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
NA NA
No
null
null
null
NA NA
Not sure/can't remember
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;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Neutral
About half of the time
Yes, I use AI tools weekly
Very unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
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;Creating or maintaining documentation
null
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
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
null
9,203
1
4,586
4,587
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
38
Developer, full-stack
5,000 to 9,999 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
Work
Reputation for quality Support availability
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
2
Australia
AUD Australian dollar
200,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Delphi;Fortran;Groovy;HTML/CSS;Java;JavaScript;MATLAB;Perl;PHP;Python;Rust;Scala;SQL
Bash/Shell (all shells);C;C++;Java;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Java;Python;Rust;SQL
NA NA
Yes
Elasticsearch;IBM DB2;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Elasticsearch;MongoDB;PostgreSQL;SQLite
Elasticsearch;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Ansible;Docker;Firebase;Kubernetes;Make;Maven (build tool);MSBuild;npm;Pip;Yarn
Ansible;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;Make;Maven (build tool);Pip;Terraform;Yarn
Ansible;Docker;Firebase;Kubernetes;Make;Maven (build tool);Pip;Yarn
NA NA
Yes
Angular;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Eclipse;IntelliJ IDEA;Nano;Notepad++;Vim;Visual Studio Code
Eclipse;IntelliJ IDEA;Nano;Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat;Fedora
Azure Devops;Doxygen;GitHub;GitLab;Jira;Microsoft Planner;Wikis
Azure Devops;Doxygen;GitHub;GitLab;Jira
Azure Devops;Doxygen;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Message Boards;Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Committing and reviewing code
Project planning;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Predictive analytics
Documenting code;Deployment and monitoring;Generating content or synthetic data
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics;Customer service support
Multi-platform search enablement;Language processing;Integration with external agents and APIs
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
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.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
GitHub MCP Server
null
AutoGen (Microsoft);Amazon Bedrock Agents;Martian
null
Metero;Snyk;Protect AI
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
innovation and people friendly
130,019
7
4,587
4,588
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
2
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
2
Architect, software or solutions
null
null
null
null
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
2
Netherlands
EUR European Euro
null
Yes
HTML/CSS;Java;JavaScript;MATLAB
C;C++;HTML/CSS;Java;JavaScript;Rust
HTML/CSS;Java;JavaScript
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Debian
Windows
GitHub;Trello
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;YouTube;Twitch;Medium
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 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
About half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning;Creating or maintaining documentation
Documenting code;Debugging or fixing code;Testing code;Search for answers
null
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
Vibe coding is not part of the development work. I've experienced multiple times where AI blatantly misses important security or safety checkpoints. A human should always (if not multiple) independently verify whether that piece of code will behave as intended. The only part where I use AI is for general structure, building ideas and some small code errors. But the way I use it is far from the integrated LLM prompts. Instead it is literally just basic ChatGPT opened in the browser, where I discuss ideas and small issues. At the end I'm always the one creating the code, not blindly copy-pasting it in.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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
Parts where AI might come short are real-life situations. Such as market research or security problems that extends beyond the codebase. And don't forget the developers who actually program, and test the new AI models. It doesn't always build itself. (Just like how AI creating images is based on real-world examples)
null
null
4,588
4,589
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, mobile
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
6
2
Spain
EUR European Euro
45,000
Yes
Java;Kotlin;Swift
C#;Java;Kotlin;Swift
Java;Kotlin;Swift
Objective-c NA
Yes
Elasticsearch;MySQL;Redis
MySQL
MySQL
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Xcode
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;iOS
MacOS;Android;iOS
Monday.com
Monday.com
Monday.com
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
I haven’t encountered any problems
No
No, and I don't plan to
Yes, somewhat
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.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
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’m stuck and can’t explain the problem;When I need quick help troubleshooting
General knowledge. It will be like having a senior coding, he could make mistakes and a developer has to be able to fix them.
52,207
7
4,589
4,590
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
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
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)
12
Developer, QA or test
10,000 or more employees
People manager
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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
3
Ukraine
UAH Ukrainian hryvnia
60,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Supabase
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Supabase
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Homebrew;Kubernetes;Make;New Relic;npm;Pip;pnpm;Prometheus;Supabase;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;Make;New Relic;npm;Prometheus;Supabase;Terraform;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;Make;New Relic;npm;Prometheus;Supabase;Terraform;Vite;Yarn
NA NA
Yes
Express;Fastify;jQuery;Next.js;Node.js;React
Astro;Deno;Express;Fastify;Next.js;Node.js;React
Express;Fastify;Next.js;Node.js;React
NA NA
Yes
Claude Code;Cursor;Lovable.dev;Visual Studio Code;Windsurf;Zed
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;hostinger;RAG;Shadcn/ui
Tailwind CSS 4;hostinger;RAG;Shadcn/ui
null
null
MacOS;Android
Windows;MacOS;Android;iOS
Clickup;Confluence;GitHub;GitLab;Jira;Miro
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Testing code;Predictive analytics
null
Documenting code;Generating content or synthetic data
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;IT operations
Language processing;MCP servers
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 automate repetitive tasks.
AI agents have increased my productivity.
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.
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.;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
Redis;GitHub MCP Server;supabase;pgvector
null
Ollama;LangChain
null
New Relic;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev;Perplexity;Amazon Codewhisperer;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 have ethical or security concerns about code
general understanding what you are doing, troubleshooting, software design
1,438
null
4,590
4,591
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
6
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
20
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
5
1
Germany
EUR European Euro
57,000
Yes
Go;Java;JavaScript;Kotlin;SQL;TypeScript
OCaml;Python;Rust;Swift;Zig;Mojo
null
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL;SQLite
SQLite
SQLite
NA NA
Yes
Chocolatey;Docker;Gradle;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman
Pacman
Pacman
NA NA
Yes
Spring Boot
Svelte
null
NA HTMX
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Windows;MacOS;Linux (non-WSL)
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
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
null
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
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
"lol, 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.;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.;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Everything except typing
66,128
6
4,591
4,592
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Colleague or on-the-job training;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, back-end
1,000 to 4,999 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
Robust and complete API NA
Prohibitive pricing NA
Other:
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
3
1
Serbia
EUR European Euro
60,000
Yes
Assembly;Bash/Shell (all shells);C;C++;GDScript;Lisp;Lua;PowerShell;Python;Rust
C;GDScript;Python
C;GDScript;Python
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Make;npm;Pip;Poetry
null
null
Vagrant NA
Yes
Django;FastAPI
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;Jira;Miro;Obsidian;Redmine
Confluence;Jira;Obsidian;Redmine
Confluence;Jira;Obsidian;Redmine
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Logic games/puzzles
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 monthly or infrequently
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
I don't think AIs will be significantly more capable in 3-5 years. We probably hit a plateau
69,609
9
4,592
4,593
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time);Engaged in paid work (10-19 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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;Colleague or on-the-job training;Blogs or podcasts
5
Cybersecurity or InfoSec professional
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
5
Republic of Korea
KRW South Korean won
40,000,000
Yes
Assembly;C;Go;SQL
Assembly;C;C#;Go;Lua;PowerShell;Rust
Assembly;C;Go
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio Code
Neovim
Neovim
NA NA
RAG
RAG
RAG
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;Google Colab;Markdown File;Microsoft Planner;Notion
GitHub;Google Colab;Markdown File
GitHub;Google Colab;Markdown File
gitbook NA
Stack Overflow;Stack Exchange;Discord;Reddit;X;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;X;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code;Predictive analytics
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, but only for jobs that I can do with more time.
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.
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
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 compare different solutions;When I have ethical or security concerns about code
Fundamentals. No matter how AI will evolve, the most important concepts of computers will not change. By understanding them (e.g., programming language's design, system architectures, operating systems, algorithms (not about competitive programming), cybersecurity), developers will be able to stay valuable, and create more value by effectively utilizing AI. I firmly believe that understanding fundamental things will be valuable even a decade later.
29,397
6
4,593
4,594
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
11
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;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
21
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
Greece
EUR European Euro
37,800
Yes
HTML/CSS;JavaScript;Python
Go;HTML/CSS;JavaScript;Python;Rust;Zig
HTML/CSS;JavaScript;Python
NA NA
Yes
MongoDB
Elasticsearch;InfluxDB;MongoDB;Neo4J;PostgreSQL
MongoDB
NA NA
Yes
APT;Digital Ocean;Docker;Kubernetes;Make;Pip
APT;Digital Ocean;Docker;Make;Pip
APT;Digital Ocean;Docker;Make;Pip
NA NA
Yes
FastAPI;jQuery
FastAPI;jQuery
FastAPI;jQuery
htmx htmx
Yes
Cursor;Sublime Text;Visual Studio Code
Cursor;Sublime Text;Visual Studio Code
Cursor;Sublime Text;Visual Studio Code
NA NA
null
null
null
htmx
htmx
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
Hedgedoc NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
null
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Coding challenges;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 daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning
Documenting code;Debugging or fixing 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
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding basics, knowing about foundational concepts and historical context, keeping technical debt low, communicating efficiently with other people, teaching people and passing knowledge
43,854
null
4,594
4,595
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
13
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);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)
22
Developer, back-end
null
null
null
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
1
2
Poland
PLN Polish zloty
400,000
Yes
C#;C++;Python
C++;Lua;Python
C++;Python
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
RocksDB RocksDB, TimescaleDB, DragonflyDB
Yes
Docker;Gradle;Kubernetes;Pip;Podman
Ansible;Docker;Kubernetes;Pip;Prometheus;Terraform
Docker;Kubernetes;Pip
NA NA
Yes
ASP.NET Core
FastAPI;React
null
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Red Hat
Azure Devops;Confluence;GitLab;Jira;Markdown File;Miro;Obsidian;Redmine;Trello
GitLab;Markdown File;Obsidian
GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Job board
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;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
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.
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.;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 learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
No idea as its hard to judge the progress, but in 3 years I don't think that much will change at all. If output quality from AI will improve it might improve productivity in the short term for teams more 'junior' developer heavy.
109,160
5
4,595
4,596
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
35
Yes, I am new to coding or currently a student
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;Coding Bootcamp;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
40
Retired
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
Personal Project
Customizable and manageable codebase NA
Lack of AI or AI agents NA
Computer Systems Design and Services
You like your manager retired
null
null
null
15
Thailand
THB Thai baht
2,000,000
Yes
C;C++;Elixir;Erlang;Fortran;Groovy;HTML/CSS;Java;JavaScript;MATLAB;MicroPython;Perl;PHP;Python;SQL;Swift;Zig
null
null
NA NA
Yes
BigQuery;Cassandra;Databricks SQL;DuckDB;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Supabase;Cockroachdb;Amazon Redshift
null
null
NA NA
No
null
null
null
NA NA
Yes
Blazor;Django;FastAPI;Fastify;jQuery;Laravel;Node.js;Phoenix;Ruby on Rails;Vue.js
null
null
NA NA
No
null
null
null
NA NA
c++23;Polars;Odoo;RAG
null
null
null
null
Ubuntu
null
Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Monday.com;Stack Overflow for Teams;Wikis;YouTrack
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per week
Other (write in):
Bookmark posts to look at later NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Yes. I always go with the flow or in this case the Vibe
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
System design. Continuous development and testing
61,187
null
4,596
4,597
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above;Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
7
Founder, technology or otherwise
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
11
5
Thailand
THB Thai baht
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
APT;Cloudflare;Docker;Firebase;Gradle;Homebrew;Kubernetes;npm;Pip;pnpm;Vite;Webpack;Yandex Cloud;Yarn
APT;Cloudflare;Docker;Kubernetes;npm;Pip;Terraform;Yandex Cloud;Yarn
APT;Cloudflare;Docker;Kubernetes;npm;Pip;Yandex Cloud;Yarn
NA NA
Yes
FastAPI;Next.js;Node.js;React
Deno;FastAPI;Next.js;Node.js;React
FastAPI;Next.js;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code;Xcode
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Pydantic
Tailwind CSS 4
Tailwind CSS 4
null
null
Ubuntu;Android
Windows;MacOS;Ubuntu;Android;iOS
GitHub;Miro
GitHub;Miro
GitHub;Miro
YouGile YouGile
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Daily or almost daily
Lists of recommendations (tools, frameworks, technologies, etc.);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
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
Predictive analytics
null
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Often the generated code does not fully meet my requirements. Using AI encourages me to better formulate tasks, control their implementation and verify the result. Just like when working with people
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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
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
Junie
null
null
ChatGPT;GitHub Copilot;Google Gemini;v0.dev
Junie
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
Ability to learn
null
10
4,597
4,598
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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
9
Developer, mobile
1,000 to 4,999 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
Costs are manageable NA
Poor usability NA
Government
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
3
2
Togo
XOF West African CFA franc
402,000
Yes
C#;Dart
C#;Dart;Go
C#;Dart
NA NA
Yes
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
NA NA
Yes
Vite;Yarn
Amazon Web Services (AWS);Docker;Vite;Yarn
Vite;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Laravel;React
ASP.NET;ASP.NET Core;Node.js;React
ASP.NET;ASP.NET Core;React
NA NA
Yes
Android Studio;Visual Studio Code;WebStorm
Android Studio;Visual Studio Code;WebStorm
Android Studio;Visual Studio Code;WebStorm
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;Ubuntu
Windows
Asana;GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
Testing code;Creating or maintaining documentation
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
yes
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.;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.
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 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
Learning how the framework or tool by experience
711
4
4,598
4,599
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
25
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
30
Developer, embedded applications or devices
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Ability to opt out of all AI slop
Other (please specify): Mandatory AI
Software Development
Other (please specify): No AI nonsense making my life worse
No
I have transitioned into a new career and/or industry voluntarily
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Assembly;C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MicroPython;Perl;PHP;Python;Rust;SQL
Assembly;C
Assembly;C
NA NA
Yes
SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Docker;Kubernetes;Make;Ninja;Pip;Podman
APT;Make
APT;Make
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
Emacs Emacs
null
null
null
null
null
Windows;Ubuntu;Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File
Markdown File
Markdown File
Teams IRC
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);Job board
Other (write in): Moderation
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Other (write in):
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
AI tools are most accurately described as "Nepotism as a service". It's like having to tolerate the idiot kid who only got the job because their VP uncle thinks the sun shines out their arse.
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;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;Other (please specify):
Actually fixing shit instead of just shovelling more junky code at problems.
null
8
4,599
4,600
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
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;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
22
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 open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API Good documentation
Prohibitive pricing NA
Higher Education
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
12
5
Switzerland
CHF Swiss franc
109,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;SQL
Dart;HTML/CSS;Java;SQL
Dart;HTML/CSS;Java;SQL
NA NA
Yes
H2;MariaDB;MongoDB;MySQL;Oracle;PostgreSQL;Redis
DuckDB;MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Bun;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;Prometheus;Vite
Docker;Kubernetes
Docker;Kubernetes
NA NA
Yes
React;Spring Boot
Spring Boot
Spring Boot
ZK framework ZK framework
Yes
Cursor;IntelliJ IDEA;Notepad++
Claude Code;Cursor
Cursor
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Red Hat
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
Microsoft Teams NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Twitch
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
Less than once per month or monthly
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
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;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Predictive analytics
Testing code
Search for answers
I haven’t encountered any problems
No (not yet ?)
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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
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 have ethical or security concerns about code
analyzing and understanding of requirements and business rules
135,152
9