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35,201
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.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
23
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
Cybersecurity or InfoSec professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
Connected to an open-source project Contains no AI or AI integrations
Prohibitive pricing Contains AI or AI agents
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
null
null
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);Perl;Python;SQL
Bash/Shell (all shells);Lisp;Perl
Bash/Shell (all shells);Perl
NA Raku, Forth
Yes
MariaDB;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Ansible;APT;Microsoft Azure
Ansible;APT
Ansible;APT
yum, dnf NA
No
null
null
null
NA NA
Yes
null
null
null
Emacs Emacs
null
null
null
null
null
Debian
Debian
Confluence;GitHub;GitLab;Markdown File;Wikis
Markdown File;Wikis
Markdown File;Wikis
Git Git
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
null
null
Mastodon, Mattermost Mastodon, Mattermost, Matrix, IRC
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
Chat (people);Long-form articles;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
I don’t use AI tools regularly;Other (write in):
No!
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
Anything that requires a minimal level of quality, reliability or creativity.
null
null
35,201
35,202
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
I prefer not to say
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,202
35,203
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
17
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
12
4
Canada
CAD Canadian dollar
126,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;Rust;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;Rust;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;MySQL;Redis
Dynamodb;Elasticsearch;H2;MongoDB;MySQL;Redis
Dynamodb;Elasticsearch;MongoDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Datadog;Docker;Gradle;Heroku;Homebrew;Maven (build tool);Microsoft Azure;npm;Pip;Splunk;Terraform
Amazon Web Services (AWS);Composer;Docker;Heroku;Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Composer;Docker;Heroku;Microsoft Azure;npm;Pip
NA NA
Yes
AngularJS;Express;jQuery;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
Laravel;Node.js;React;Vue.js
Laravel;Node.js;React;Vue.js
NA NA
Yes
Cline and/or Roo;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Visual Studio Code
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;RustRover;Sublime Text;Visual Studio Code;WebStorm;Windsurf
Cline and/or Roo;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Google Gemini
Tailwind CSS 4;Large Language Model
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Debian
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian;Stack Overflow for Teams;Trello
GitHub;GitLab;Markdown File;Notion
GitHub;Markdown File;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in I gave up on the idea of interacting with stackoverflow
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Testing code;Deployment and monitoring
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Documenting code;Search for answers;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;Other (write in):;It’s hard to understand how or why the code works
We interact with the code via LLM prompts a lot, and sometime work by hand for specific parts.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;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 reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
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
Redis;LanceDB;GitHub MCP Server;Weaviate;Pinecone
crewai
CrewAI;Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;Roo code (Roo-Cline)
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
all skill will remain valuable, the quality of what AI create is directly correlated to the ability to describe, explain and validated.
91,928
9
35,203
35,204
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
38
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 as required for my job or to benefit my career
null
29
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Poor usability Bugs
Manufacturing
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
20
20
Italy
EUR European Euro
50,000
Yes
C;C++;Python
C;C++;Python;VBA;Visual Basic (.Net)
C;C++;Python
NA Haskell
Yes
null
null
null
Local YAML files representing structured data, built by myself. NA
No
null
null
null
NA NA
Yes
null
null
null
Visual Studio Code NA
Yes
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu;Linux (non-WSL)
GitHub;Redmine;Stack Overflow for Teams
Redmine;Stack Overflow for Teams
Redmine;Stack Overflow for Teams
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
No
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
Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
Learning about a codebase;Predictive analytics;Learning new concepts or technologies
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
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
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
Competence, experience, common sense.
58,007
7
35,204
35,205
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podc...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
12
Developer, mobile
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Lack of or sub-par API NA
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
20
5
United States of America
USD United States dollar
280,000
Yes
Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Scala;SQL;TypeScript
JavaScript;Kotlin;SQL;TypeScript
JavaScript;Kotlin;SQL;TypeScript
NA NA
Yes
BigQuery;Elasticsearch;PostgreSQL;Redis;SQLite
BigQuery;PostgreSQL;Redis;SQLite
BigQuery;PostgreSQL;Redis;SQLite
NA NA
Yes
Docker;Google Cloud;Gradle;Kubernetes;npm;Poetry
Docker;Google Cloud;Gradle;Kubernetes;npm;Poetry
Docker;Google Cloud;Gradle;Kubernetes;npm;Poetry
NA NA
Yes
React;Vue.js
React;Vue.js
React;Vue.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Xcode
Android Studio;Cursor;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;Android
MacOS;Android;iOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Discord;Reddit;LinkedIn
Discord;Reddit;LinkedIn
Discord;Reddit;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
Project planning;Committing and reviewing code;Deployment and monitoring
Predictive analytics
Documenting code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Integration with external agents and APIs;Personalized agent creation
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Replit
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
System design, repairing complex organizational issues, managing AI coordination
280,000
1
35,205
35,206
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types);Books / Physical media
1
Student
null
null
null
null
Personal Project
Good brand and public image 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
5
Malawi
MWK Malawian kwacha
null
Yes
HTML/CSS;PowerShell;Python
Assembly;C;MicroPython;Python
Python
NA Verilog
null
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code
NA NA
Google Gemini
Large Language Model;Google Gemini;Ollama
Google Gemini
null
null
Windows;Android;Linux (non-WSL)
null
GitHub;GitLab;Google Colab;Google Workspace;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Wikis
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Less than one year
I have never participated in Q&A on Stack Overflow
Message Boards;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Very well at handling complex tasks
Deployment and monitoring
null
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code
Generating content or synthetic data
Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
Yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
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 need help fixing complex or unfamiliar code
Hardware side, like embedded systems
null
null
35,206
35,207
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.)
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
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, QA or test
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
2
2
Greece
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
null
null
Jira
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Use discussion or chat feature NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers
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
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
fuck if i know
null
null
35,207
35,208
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
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
9
Developer, full-stack
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Retail and Consumer Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
20,000
Yes
HTML/CSS;JavaScript;Python;SQL
C#;C++
null
Liquid NA
Yes
MySQL
null
null
GraphQL NA
Yes
Cloudflare;Google Cloud;npm;Pip;Yarn
null
null
NA NA
Yes
jQuery;Node.js
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Android;Debian;ChromeOS
null
GitHub
null
null
name.com, shopify NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Debugging or fixing code;Search for answers
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, I believe vibe coding has ways to come still. I believe that it may be used in the future but 2025 I don't think it has much use.
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.;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;Write in the most significant challenge if not listed above:
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.
Integrating AI agents with my existing tools and workflows can be difficult.
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
Guiding the AI - New job people designed to get the best answer, Server Management - Manages the servers and prevents downtime , Programming - I think/hope this field will still be around in 3-5 years
20,000
7
35,208
35,209
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.)
43
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);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;School (i.e., University, College, etc)
53
Data scientist
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
7
12
United States of America
USD United States dollar
250,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lisp;Prolog;Python;Scala;TypeScript
Prolog;Python;Rust;Scala
Prolog;Python;Scala
NA NA
Yes
BigQuery;Neo4J;Redis;SQLite
BigQuery;DuckDB;Neo4J;Oracle;Redis;SQLite
BigQuery;Neo4J;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Make;npm;Pip;Poetry
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Make;npm;Pip;Poetry
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Make;npm;Pip;Poetry
NA NA
Yes
FastAPI;Node.js
FastAPI;Node.js
FastAPI;Node.js
NA NA
Yes
null
null
null
NA NA
Polars;Pydantic
Polars;Pydantic
Polars;Pydantic
null
null
MacOS;Ubuntu
MacOS;Ubuntu
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky;LinkedIn;Substack;Medium
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models
Meta Llama (all models);Microsoft Phi-4 models
Meta Llama (all models);Microsoft Phi-4 models
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per week
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
Call security and have these people walked out the back door, we'll mail them their stuff.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Other Industry purpose (write in):
Language processing;Vector databases for AI applications;Integration with external agents and APIs
null
AI agents have helped me automate repetitive tasks.
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have impr...
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
LanceDB;Neo4j;Qdrant
Hypermode, BAML
Llama Index;Ollama;LangChain;LangGraph
null
null
null
ChatGPT;Google Gemini;Perplexity
null
null
Seeing through a misleading sequence of bullshit questions.
250,000
10
35,209
35,210
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.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Poor usability NA
Internet, Telecomm or Information Services
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
7
null
Portugal
EUR European Euro
52,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL;Redis
MariaDB;MySQL;Redis
MariaDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Google Cloud;Homebrew;npm
APT;Composer;Docker;Homebrew
APT;Composer;Docker;Homebrew
NA NA
Yes
Drupal;jQuery;Node.js;Symfony
Drupal;Laravel;Symfony
Drupal;Symfony
NA NA
Yes
Nano;PhpStorm;VSCodium
Nano;PhpStorm
Nano;PhpStorm
NA NA
Google Gemini
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitLab;Google Workspace;Jira;Miro;Redmine
Clickup;GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;LinkedIn
GitHub (public projects, not private repos);Bluesky
GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, but I plan to soon
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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
Ability to infer from wider operational context.
60,328
4
35,210
35,211
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,211
35,212
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
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
9
AI/ML engineer
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
null
Yes
C++;Java;Python;SQL
Go
null
NA NA
Yes
Snowflake;Supabase
Snowflake;Supabase
Snowflake;Supabase
NA NA
No
null
null
null
NA NA
Yes
Svelte
Astro;Svelte
Svelte
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code
Claude Code;Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
null
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
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
null
null
No, not at all
null
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;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have helped me solve complex problems more effectively.
null
null
null
null
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;When I need quick help troubleshooting
knowing how to code
null
10
35,212
35,213
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other (please specify):
No, I didn't spend time learning in the past year
null
48
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
null
null
null
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
1
null
Canada
CAD Canadian dollar
null
Yes
Elixir;HTML/CSS
Elixir
Elixir
Vue NA
Yes
MariaDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Phoenix;Vue.js
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim
Vim
NA NA
null
null
null
null
null
Windows
Windows;Linux (non-WSL)
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I have never heard of, and didn't click on, the definition of this. I have never worked with LLM, and very much hope to avoid it in the future. We need to resolve Natural Stupidity before we try to create Artificial Intelligence, since the latter will always be affected by the former.
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 se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
Everything we do today. You can't trust AI. It's artificial, and not ever going to be intelligent enough.
null
8
35,213
35,214
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
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
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
15
Engineering manager
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,214
35,215
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;School (i.e., University, College, etc)
3
Student
null
null
null
null
Personal Project
Good brand and public image NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;Python
JavaScript;Python
JavaScript;Python
NA NA
Yes
MySQL;SQLite
Dynamodb;MySQL;PostgreSQL;Redis;SQLite
MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Django;FastAPI;React
Django;FastAPI;React
Django;FastAPI;React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android
null
GitHub;Google Colab;Lucid (includes Lucidchart);Notion
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Reddit;Hashnode;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hashnode;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hashnode;GitHub (public projects, not private repos);Bluesky;X;YouTube;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
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
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
null
null
Not sure
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Writing code;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Predictive analytics
Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Debugging or fixing code;Search for answers
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
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
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.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
null
null
null
null
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 learn best practices;When I need help fixing complex or unfamiliar code
null
null
null
35,215
35,216
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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
11
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Computer Systems Design and Services
Job stability and career growth with a single employer Work with technologies / programming languages I enjoy working with
No
I have transitioned into a new career and/or industry voluntarily
12
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
46,150
Yes
Assembly;Bash/Shell (all shells);C;C++;GDScript;HTML/CSS;JavaScript;Python;Rust;TypeScript
Assembly;C;Rust
Assembly;C;Rust
Nix Nix
No
null
null
null
NA NA
Yes
Cargo;Cloudflare;Docker;Homebrew;Make;Ninja;npm;Pip;pnpm;Poetry;Vercel;Vite;Yarn
Cargo;Ninja
Cargo;Ninja
Nix Nix
Yes
Astro;Deno;Django;Next.js;Node.js;React;Svelte;WordPress
Deno;Svelte
Deno;Svelte
NA Dioxus
Yes
Neovim;Visual Studio Code
Visual Studio Code;Zed
Visual Studio Code
NA NA
c++23;Large Language Model;Shadcn/ui
c++23;Large Language Model
c++23;Large Language Model
null
null
MacOS;NixOS
MacOS;Ubuntu
Asana;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;GitLab;Jira;Obsidian
Confluence;GitHub;GitLab;Jira;Obsidian
Gerrit NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;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
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
More than half the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Generating content or synthetic data
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
Not at all
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
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
Higher level abstract planning
62,829
6
35,216
35,217
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
27
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
30
Developer, full-stack
null
null
null
No
Work
Costs are manageable 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
5
6
Germany
EUR European Euro
70,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Gradle;Maven (build tool);npm
Amazon Web Services (AWS);Composer;Docker;Gradle;Maven (build tool);npm
Amazon Web Services (AWS);Composer;Docker;Gradle;Maven (build tool);npm
NA NA
Yes
Flask;jQuery;Vue.js
jQuery;Spring Boot;Symfony;Vue.js
jQuery;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Visual Studio Code
Eclipse;IntelliJ IDEA
Eclipse;IntelliJ IDEA
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);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
No, but I plan to soon
Favorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;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, but I 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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
I don’t think I’ll need help from people anymore
Security awareness, because AI doesn't necessarily see it. Computer architecture, because I don't see how AI will manage maintainability of large software projects without breaking everything. Making sure all code does what it is supposed to do, because there is a lot of information about requirements in software proje...
81,210
7
35,217
35,218
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;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);Blogs or podcasts
4
Student
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
2
Germany
EUR European Euro
10,000
Yes
Java;Python
Assembly;Bash/Shell (all shells);Prolog;Python
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vue.js
null
null
NA NA
No
null
null
null
NA NA
Large Language Model
null
null
null
null
Debian;ChromeOS
Debian
GitLab;Miro
GitHub;GitLab
GitLab
NA NA
Discord;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles
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
Bad at handling complex tasks
Learning about a codebase;Writing code;Learning new concepts or technologies
Project planning
Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data
Committing and reviewing code;Creating or maintaining documentation
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
i dont code that much so yeah a bit but not a lot
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.;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 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
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
critically thinking
11,601
null
35,218
35,219
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,219
35,220
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
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
38
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): PROPER DOCUMENTATION!
Availability of better alternatives NA
Internet, Telecomm or Information Services
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
15
10
Germany
EUR European Euro
30,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL;SQLite;Amazon Redshift
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Composer;Google Cloud;Make;npm;Pip;Yarn
Ansible;Make
Make
NA NA
Yes
jQuery;Node.js;Vue.js;WordPress
jQuery;WordPress
jQuery;WordPress
ClassicPress ClassicPress
Yes
Eclipse;IntelliJ IDEA;Nano
Eclipse;IntelliJ IDEA;Nano
Eclipse;IntelliJ IDEA;Nano
Geany Geany
hostinger;LangGraph
null
null
null
null
Debian;Linux (non-WSL);Arch
Android;Debian;Linux (non-WSL);Red Hat;Fedora
Confluence;GitHub;Google Workspace;Jira;Notion;Trello;Wikis
GitHub;GitLab;Trello;Wikis
GitHub;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;YouTube;Twitch
Stack Overflow;Stack Exchange;YouTube;Twitch
Mastodon Mastodon
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Search for answers;Creating or maintaining documentation
null
null
I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
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
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
ALL skills, because GenAI is not able to "create" without any kind of training data, which HAS to be provided by actual people, else the garbage output will increase until its unfeasable.
34,804
8
35,220
35,221
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;Blogs or podcasts;Stack Overflow or Stack Exch...
9
Data scientist
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,221
35,222
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
14
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Fintech
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
null
null
Taiwan
TWD New Taiwan dollar
1,000,000
null
Java;JavaScript;Python
null
null
NA NA
Yes
BigQuery;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;Vite
null
null
NA NA
Yes
React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Nano;PyCharm;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Clickup;GitHub;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos)
null
null
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
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;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
Project planning;Documenting 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
null
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
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.
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
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
33,886
8
35,222
35,223
I code primarily as a hobby
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
55
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools 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;Other (please specify):
63
Retired
null
null
null
null
Personal Project
Other (please specify): Commitment to LONG-TERM support
Other (please specify): Reputation for aggressive & early DEPRECATION
null
null
null
null
null
null
Canada
CAD Canadian dollar
75,000
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;Java;JavaScript;PHP;Python;SQL
Assembly;Bash/Shell (all shells);C;C++;Dart;Fortran;Go;HTML/CSS;Java;JavaScript;PHP;Python;R;Ruby;Rust;SQL
Bash/Shell (all shells);Fortran;HTML/CSS;Java;JavaScript;PHP;Python;SQL
Odin Odin
Yes
MariaDB;MySQL
MariaDB;MySQL;Cockroachdb
MariaDB;MySQL
NA NA
Yes
Docker;Make
Amazon Web Services (AWS);Docker;Google Cloud;Make;Pip;Poetry
Docker;Make
NA NA
Yes
WordPress
Ruby on Rails;WordPress
WordPress
Mediawiki Mediawiki
null
Eclipse;Xcode
Eclipse;Jupyter Notebook/JupyterLab;PhpStorm;PyCharm;Xcode
Eclipse;Xcode
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Pop!_OS
Pop!_OS
GitHub
Airtable;GitHub;Google Workspace;Wikis
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Quora NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI);Other (write in):
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Documenting code;Creating or maintaining documentation;Other (write in):
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code
Search for answers
I’ve become less confident in my own problem-solving;Other (write in):
No, and I HATE that term. It conveys at best NO information, and at worst the WRONG impression.
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.;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 want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
The capacity to grant other individuals trust, respect and compassion in spite of their inferiority (humans) or superiority (AIs).
54,719
null
35,223
35,224
I am learning to code
18-24 years old
Primary/elementary school
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Nano;Notepad++;Visual Studio
Android Studio;Neovim;Notepad++;Vim;Visual Studio
Android Studio;Notepad++;Visual Studio
NA NA
c++23;RAG
RAG
RAG
null
null
Windows;Windows Subsystem for Linux (WSL)
null
GitHub;Wikis
GitHub;Wikis
GitHub;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
null
Alibaba Cloud Qwen models;Meta Llama (all models);Mistral AI models;X Grok models
Alibaba Cloud Qwen models;Meta Llama (all models);Mistral AI models;X Grok models
Alibaba Cloud Qwen models;Meta Llama (all models);Mistral AI models;X Grok models
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 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
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
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
Learning about a codebase
null
null
Debugging AI-generated code is more time-consuming
no, ai is useful for learning, searching, and writing boilerplate code. full vibe coding does not seem to be productive
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.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
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
understanding systems (networking, how computers work, etc)
null
null
35,224
35,225
I am a developer by profession
65 years or older
Associate degree (A.A., A.S., etc.)
Employed
None of the above
45
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);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
45
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
147,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL
MySQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker
Microsoft Azure;Vercel
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Cursor
Rider;WebStorm
null
NA NA
null
null
null
null
null
null
null
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Ask a question NA
Yes, somewhat
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;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
Yes. I use it on a regular basis. It lets you think about the situation rather than the code to accomplish it.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Data and analytics;Marketing
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
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.
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 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.
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
LangChain;LangGraph
null
LangSmith
null
Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
The ability to architect applications. Code is just a small part of the picture. You have to know how to paint the picture. AI coding is the color pallet for the picture.
147,000
10
35,225
35,226
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
20
Retired
null
null
null
null
Personal Project
Robust and complete API NA
Prohibitive pricing NA
null
Collaboration and support from a team NA
null
null
null
4
United States of America
USD United States dollar
null
Yes
C#;GDScript;HTML/CSS;JavaScript
C#
C#
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Squarespace NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Markdown File
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
NA NA
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning
null
AI solutions that are almost right, but not quite;Other (write in):
No. I use it for inspiration or specific problems sometimes, but rarely to generate code from scratch.
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
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
3
35,226
35,227
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am 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);Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
9
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,227
35,228
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
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Stack Overflow or Stack Exchange
12
Academic researcher
null
null
null
null
Personal Project
Costs are manageable Please discard these answers
Prohibitive pricing Please discard these answers
null
null
No
I have somewhat considered changing my career and/or the industry I work in
8
4
United States of America
USD United States dollar
35,000
Yes
Bash/Shell (all shells);C++;Python;Rust
Bash/Shell (all shells);C++;Python;Rust
Bash/Shell (all shells);C++;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Cargo;Make;Pip
Cargo;Make;Pip
Cargo;Make;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code
NA NA
c++23;Large Language Model;Pydantic
c++23;Large Language Model;Pydantic;LangGraph
c++23;Large Language Model;Pydantic
null
null
Fedora
MacOS
GitHub;Google Colab;Markdown File
Doxygen;GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Predictive analytics
Documenting code;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):
No. I do not foresee any reasonable human both being a vibe coder and taking authorial responsibilities like providing a warranty for their product
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;Other (please specify):
Professional developers are not only **coders**, they are effectively system designers as well. Even if AI can automate coding, it will not necessarily automate system design parts. So: Keeping good software engineering practices.
35,000
null
35,228
35,229
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
17
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);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
24
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Other (please specify): No license/open source
Prohibitive pricing NA
Government
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
12
4
Denmark
DKK Danish krone
720,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Ansible;Docker;npm;Pip;Podman;Prometheus;Vite
Kubernetes
null
NA NA
Yes
Node.js;React
null
null
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu;Debian;Red Hat
null
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Reddit;Bluesky;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Committing and reviewing code;Predictive analytics
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfo...
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
to make pragmatic comprises between different solutions and what the company needs.
111,975
4
35,229
35,230
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.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
24
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Good brand and public image NA
Ethical concerns NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Bahrain
BHD Bahraini dinar
50,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Creating or maintaining documentation
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
132,572
null
35,230
35,231
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.)
4
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
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)
8
Developer, back-end
null
null
null
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,231
35,232
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week)
36
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
44
Support engineer or analyst
500 to 999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Availability of better alternatives NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
15
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
34,000
Yes
PowerShell;Python;SQL;Visual Basic (.Net)
C++;Python;SQL
Python;SQL
Qt C++ NA
Yes
MariaDB;Microsoft SQL Server;SQLite
MariaDB;Microsoft SQL Server;SQLite
MariaDB;Microsoft SQL Server;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows;Linux (non-WSL)
null
null
null
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
A few times per month or weekly
Long-form articles;Coding challenges;Logic games/puzzles
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Never done it this way
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
null
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
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
Still have to define the requirements
46,288
null
35,232
35,233
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
3
3
Italy
EUR European Euro
78,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Rust;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Ansible;Cargo;Docker;Kubernetes;npm;Pacman;pnpm;Vite;Yarn
Ansible;Cargo;Docker;Kubernetes;npm;Pacman;pnpm;Vite;Yarn
Ansible;Cargo;Docker;Kubernetes;npm;Pacman;pnpm;Vite;Yarn
NA NA
Yes
React;Vue.js
React;Vue.js
React;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Arch
Confluence;GitLab;Jira;Miro
Confluence;GitLab;Jira;Miro
Confluence;GitLab;Jira;Miro
NA NA
Reddit;LinkedIn
Reddit;LinkedIn
Reddit;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Not sure
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI a...
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 need help fixing complex or unfamiliar code
Debugging, understanding clients requirements
90,491
6
35,233
35,234
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time);Engaged in paid work (10-19 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
9
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
10
Germany
EUR European Euro
15,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;Redis;SQLite
MongoDB;Redis;SQLite
MongoDB;Redis;SQLite
Milvus Milvus
Yes
APT;Docker;Kubernetes;Netlify;npm;Pacman;Pip;Poetry;Terraform;Vite;Webpack
APT;Docker;Kubernetes;Netlify;npm;Pacman;Poetry;Terraform;Vite;Webpack
APT;Docker;Kubernetes;Netlify;npm;Pacman;Poetry;Terraform;Vite;Webpack
NA NA
Yes
Angular;FastAPI;React
Angular;FastAPI;Next.js;React
Angular;FastAPI;React
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm;WebStorm
IntelliJ IDEA;Neovim;PyCharm;WebStorm
IntelliJ IDEA;Neovim;PyCharm;WebStorm
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Shadcn/ui
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Shadcn/ui
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Shadcn/ui
null
null
Arch
Linux (non-WSL)
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Generating content or synthetic data
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Creating or maintaining documentation
Search for answers
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No not at all. AI can be a useful tool but also dumb as shit sometimes
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.;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 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
null
17,402
10
35,234
35,235
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
6
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...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
10
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality maintanance status
Other (please specify): having ai or ai agents
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
105,000
Yes
Bash/Shell (all shells);Ruby
Bash/Shell (all shells);Python;Ruby
Bash/Shell (all shells);Ruby
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite
DuckDB;MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;npm;Yarn
Docker;Homebrew
Docker;Homebrew
NA NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Claude Code
null
null
NA NA
null
null
null
null
null
Windows;Android
MacOS
Asana;GitHub;Google Workspace;Markdown File;Miro;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
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
Very unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;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.
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
All skills related to development. i believe in 3-5 years ai tools will be too expensive to use for anyone but the biggest companies because investors in ai tools will have given up due to lack of roi
105,000
10
35,235
35,236
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
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;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);Blogs or podcasts;Books / Physical media
30
Cybersecurity or InfoSec professional
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
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
20
5
United States of America
USD United States dollar
null
Yes
Go;JavaScript;Python;Ruby;SQL;TypeScript
Go;Rust
Go
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite;Clickhouse
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;npm;Pip;Podman;Terraform
null
null
NA NA
Yes
Angular;AngularJS;Express;Node.js;React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu;Android;Debian
Windows;MacOS;Ubuntu;Debian
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Cybersecurity
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 improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I have concerns about the security and privacy of data when using AI agents.
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 InfoS...
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
Troubleshooting and debugging across the 'full stack'
null
6
35,236
35,237
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
6
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
13
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,237
35,238
I am a developer by profession
35-44 years old
Other (please specify):
Employed
Engaged in paid work (less than 10 hours per week)
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
20
Developer, desktop or enterprise applications
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Insurance
null
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Germany
EUR European Euro
70,000
Yes
Bash/Shell (all shells);C++;COBOL;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL
null
null
NA NA
Yes
Elasticsearch;H2;IBM DB2;MariaDB;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Ansible;Chocolatey;Docker;Homebrew;Make;Maven (build tool);npm;Pacman;Pip;Podman
Kubernetes;Terraform
null
NA NA
Yes
Flask;Spring Boot;WordPress
Angular;React
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;Rider;Visual Studio Code
Visual Studio;Xcode
null
NA NA
null
null
null
null
null
MacOS;Android;Arch
Windows;iOS;Arch
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
Google Workspace
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
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
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Language processing
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 helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
Redis
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
81,210
3
35,238
35,239
I am a developer by profession
18-24 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
null
Developer, full-stack
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
null
null
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Bolt;Claude Code;Cursor
null
null
NA NA
Tailwind CSS 4;RAG;Shadcn/ui;uv
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow;Discord;Reddit
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
Yes, I use AI agents at work daily
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
null
null
null
9
35,239
35,240
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
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
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;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);Stack Overflow or Stack Exchange
2
Financial analyst or engineer
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
Prohibitive pricing NA
Banking/Financial Services
null
No
I have transitioned into a new career and/or industry voluntarily
3
6
United States of America
USD United States dollar
20,000
Yes
PowerShell;Python;VBA
C++;Java;MATLAB;OCaml;PowerShell;Python;VBA
PowerShell;Python;VBA
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
PyCharm;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Visual Studio Code
Codex(ChatGPT) Codex(ChatGPT)
null
null
null
null
null
Windows
Windows
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Substack
Substack
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
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Committing and reviewing code;Predictive analytics
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data
null
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes. I hate writing UI programs, so I have LLMs write most of the UI. I can describe the internal processes of the program very well, so the LLM doesn't struggle with designing it, which is often where is fails.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Data and analytics;Cybersecurity
Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Zapier
null
null
null
ChatGPT;Claude Code;Microsoft Copilot
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
Working with other parts of the business. Creating unique solutions.
20,000
null
35,240
35,241
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
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);AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
30
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
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
6
null
Czech Republic
CZK Czech koruna
1,300,000
Yes
C#;F#;Java;JavaScript;Perl;PowerShell;Scala;SQL
null
null
NA NA
Yes
Elasticsearch;H2;Microsoft SQL Server;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Gradle;Maven (build tool);npm;NuGet;Podman;Terraform
null
null
NA NA
Yes
Node.js;Spring Boot;Svelte
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
null
Confluence;Jira;Miro
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Documenting code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Testing code;Learning new concepts or technologies
Committing and reviewing code
Learning about a codebase;Writing code;Search for answers
null
I use it that way frequently
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
null
null
AI agents have increased my productivity.
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;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
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
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
independent thinking
60,847
7
35,241
35,242
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (part-time)
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);Books / Physical media;Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Other (please specify): explicit reliance on unethically trained, non-local AI
null
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
7
6
Switzerland
CHF Swiss franc
39,200
Yes
Bash/Shell (all shells);Dart;GDScript;Java;Rust;TypeScript
Assembly;Bash/Shell (all shells);C++;Elixir;F#;GDScript;Java;Kotlin;Lisp;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);GDScript;Java;Rust;TypeScript
Haskell, Idris Haskell
Yes
H2;MariaDB;PostgreSQL;SQLite
MariaDB;MongoDB;Neo4J;SQLite
MariaDB;SQLite
NA NA
Yes
Cargo;Chocolatey;Docker;Gradle;Make;npm;Pacman
APT;Bun;Cargo;Digital Ocean;Docker;Gradle;Make;npm;Pacman;Vite
Cargo;Docker;Gradle;Make;npm;Pacman
yay yay
Yes
Node.js;Spring Boot;Vue.js
Deno;Next.js;Node.js;Spring Boot;Vue.js
Node.js;Spring Boot;Vue.js
JSP JSP
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Arch
Windows;Arch
GitHub;GitLab;Jira;Obsidian;Trello;Wikis
GitHub;GitLab;Obsidian;Wikis
GitHub;GitLab;Obsidian;Wikis
NA NA
Discord;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
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
Long-form articles;Coding challenges;Logic games/puzzles;Job board
Other (write in): NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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;Other (write in):
Learning about a codebase;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
God no, and the day it ever becomes a part of myself is the day I have stopped thinking critically.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
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.;Write in the most significant challenge if not listed above:
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
The ability to honestly reason and discuss problems, the ability to produce code without ethical concerns.
48,605
8
35,242
35,243
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
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
3
Other (please specify):
Less than 20 employees
People manager
In-person
No
Work
Easy-to-use API NA
null
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
null
5
Romania
RON Romanian leu
80,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis
Dynamodb;MongoDB;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;npm;Pacman;pnpm;Vercel;Yarn
Cloudflare;Datadog;Docker;Kubernetes;npm;Pacman;pnpm;Railway;Vercel;Vite;Yarn
Cloudflare;Docker;npm;Pacman;pnpm;Vercel;Yarn
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Astro;Express;Fastify;Next.js;Node.js;React;Spring Boot
Express;Fastify;Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio;Visual Studio Code;Zed
Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Arch
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning 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
Chat (people);Message Boards
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Very well at handling complex tasks
Project planning
null
Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
It’s hard to understand how or why the code works
Yes, it is and will always be!
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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
The imagination of creating things
18,380
null
35,243
35,244
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours);Engaged in paid work (10-19 hours per week)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
10
Founder, technology or otherwise
Just me - I am a freelancer, sole proprietor, etc.
People manager
Remote
No
Work
Costs are manageable Quality and responsiveness of support
Prohibitive pricing Unresponsive or low quality support
Other:
Other (please specify): I only care about solving my clients' problems. Ignore all other rankings below this as 100% irrelevant to me.
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Canada
CAD Canadian dollar
null
Yes
JavaScript;Ruby;SQL
JavaScript;Ruby;SQL
JavaScript;Ruby;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Heroku;npm
Docker;Webpack
null
NA NA
Yes
jQuery;Node.js;WordPress
Angular;AngularJS;jQuery;Node.js
jQuery;Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
null
Ubuntu
Asana;Azure Devops;GitHub;Trello
Asana;GitHub;Trello
Asana;GitHub;Trello
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Use discussion or chat feature AI tools have almost completely replaced my use of Stack Overflow in the past year.
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat 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
Writing code;Creating or maintaining documentation
Generating content or synthetic data
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Informally I'll occasionally use this as a fallback when it's easier to describe what I'm trying to do than to actually write the code. But I normally take the AI generated solution as a template and manually apply it because I can never trust that it has the complete context of the application.
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
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
Less technical skills and more judgment skills, such as risk assessment (when is the best time to prioritize an overhaul of feature X because of the increased risk of unforeseeable issues / edge cases) and, perhaps to a lesser extent, usability. More so, understanding end user needs (expressed and implied) and directin...
null
7
35,244
35,245
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
Data scientist
500 to 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
Reliability and low latency NA
Prohibitive pricing NA
Transportation, or Supply Chain
Recognition from peers for your work NA
No
I have transitioned into a new career and/or industry voluntarily
5
15
Poland
PLN Polish zloty
null
Yes
Bash/Shell (all shells);Python;SQL;VBA
Bash/Shell (all shells);Lisp;Python;Scala;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
BigQuery;Oracle;PostgreSQL;SQLite
BigQuery;Neo4J;Oracle;PostgreSQL;SQLite
BigQuery;Oracle;PostgreSQL;SQLite
NA NA
Yes
Docker;Microsoft Azure;Pip
Docker;Microsoft Azure;Pip
Docker;Microsoft Azure;Pip
NA NA
Yes
FastAPI;Flask
FastAPI;Flask
FastAPI;Flask
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
NA NA
Microsoft Fabric
Microsoft Fabric
Microsoft Fabric
null
null
Windows
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Jira
GitHub;Jira;Obsidian
GitHub;Jira
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Videos
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
null
Project planning;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Customer service support;Robotics
Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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;When I need quick help troubleshooting
Problem solving
null
8
35,245
35,246
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;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)
6
Developer, back-end
100 to 499 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Insurance
Competitive pay and benefits Remote Working Option
Yes
I have neither consider or transitioned into a new career or industry
4
2
India
INR Indian rupee
300,000
Yes
C;HTML/CSS;Java;PowerShell;Python
C++;HTML/CSS;Java;JavaScript;Python;Ruby
HTML/CSS;Java;Python
NA NA
Yes
MongoDB;MySQL
MariaDB;MongoDB;MySQL;Oracle;PostgreSQL
MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
Next.js;React
Angular;AngularJS;jQuery;Next.js;Node.js;React;Spring Boot
Next.js;React
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Cursor;Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows
Windows
Clickup;GitHub;GitLab;Notion
GitHub;Jira;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Writing code
Learning about a codebase;Project planning;Debugging or fixing code;Creating or maintaining documentation
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Search for answers
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
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;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
null
3,487
7
35,246
35,247
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Books / Physical media
25
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
25
null
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Assembly;C;C#;C++;MicroPython
null
NA NA
Yes
Elasticsearch;MariaDB;MySQL;Redis;SQLite
Valkey
null
NA NA
Yes
Chocolatey;Cloudflare;Composer;Docker;Make;New Relic;npm;NuGet;Pacman;Pip;Podman;Webpack;Yarn
Prometheus
null
NA NA
Yes
Symfony
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Red Hat;Fedora
Ubuntu;Debian;Linux (non-WSL);Arch
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Direct messaging of users;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Other (write in):
Only small parts. Tests and documentation or boilerplate code. For the complex requirements sometimes small code-snippets which only cover a fraction of what is necessary. Not truststing the quality and having to correct most of the time parts of the code or improve it makes it difficult to estimate any time difference...
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Business process automation;Data and analytics
Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have ...
AI agents have improved the quality of my code.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
Redis
null
Ollama
null
Grafana + Prometheus
null
GitHub Copilot
null
Other (please specify):
Ability to understand most parts of what AI produces Ability to actually train, adapt, modify the AI (otherwise we have skynet anyway) Ability to actually approve the solutions provided when they are checked by a person capable of checking - not a second AI Train new develeopers to actually understand what the AI is sp...
null
5
35,247
35,248
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
5
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,248
35,249
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.)
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);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
11
Support engineer or analyst
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
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Fintech
null
No
I have somewhat considered changing my career and/or the industry I work in
8
11
Cyprus
EUR European Euro
72,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;Python;SQL
Assembly;Bash/Shell (all shells);C;C++;Elixir;Erlang;Go;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;Python;SQL
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;SQLite;Clickhouse
Cassandra;DuckDB;Elasticsearch;InfluxDB;MariaDB;MongoDB;PostgreSQL;Redis;Clickhouse
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;Clickhouse
NA NA
Yes
Ansible;APT;Cloudflare;Composer;Docker;Google Cloud;Kubernetes;Make;Netlify;npm;Pip;Prometheus
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Heroku;Kubernetes;Make;Netlify;npm;Pip;Prometheus;Terraform;Vercel;Webpack;Yandex Cloud
Ansible;APT;Cloudflare;Composer;Docker;Google Cloud;Kubernetes;Make;Netlify;npm;Pip;Prometheus
NA NA
Yes
React;Symfony
Django;FastAPI;Fastify;Flask;jQuery;Next.js;Node.js;React;Spring Boot;Symfony
React;Symfony
NA NA
Yes
IntelliJ IDEA;Nano;PhpStorm;PyCharm;Rider;Sublime Text;Vim;WebStorm
IntelliJ IDEA;Nano;Neovim;PhpStorm;PyCharm;Rider;RustRover;WebStorm
IntelliJ IDEA;Nano;PhpStorm;PyCharm;Rider;WebStorm
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Debian
MacOS;Ubuntu;Android
Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Trello;YouTrack
Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Trello;YouTrack
Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Trello;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;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
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;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 weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Committing and reviewing code
Testing code;Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
You just have to become better at what you do. Junior positions will require more skills than they are now
83,531
null
35,249
35,250
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
14
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
Availability of better alternatives NA
Media & Advertising Services
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
11
2
United States of America
USD United States dollar
250,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Microsoft Azure;npm;Pip;Poetry;Terraform
Homebrew;Make;Splunk
null
NA NA
Yes
Django;Flask;Node.js;React
null
null
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;RAG;Google Gemini
null
null
null
null
MacOS;Android
MacOS;Ubuntu;Debian;Linux (non-WSL);Arch;Red Hat;Fedora
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
YouTube
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
No, not really
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;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Writing code;Documenting code;Testing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
GitHub MCP Server
null
Amazon Bedrock Agents
null
Wiz
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Full stack domain knowledge will still be important, but management of an assistant(s) will be essential, where the assistant is an AI agent.
250,000
8
35,250
35,251
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
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
16
Academic researcher
100 to 499 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Higher Education
null
No
I have strongly considered changing my career and/or the industry I work in
11
11
India
INR Indian rupee
2,500,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;SQL
Odin Odin
Yes
Cloud Firestore;DuckDB;Firebase Realtime Database;SQLite
DuckDB;PostgreSQL;SQLite
DuckDB;SQLite
NA NA
Yes
Firebase;Google Cloud;Pip
Pip
Pip
NA NA
No
null
null
null
NA NA
Yes
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
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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
Learning about a codebase;Search for answers
null
null
I don’t use AI tools regularly
no.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ability to read and write code irrespective of any AI tool.
29,060
null
35,251
35,252
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
17
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
38
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
null
null
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis;SQLite
ZODB ZODB
No
null
null
null
NA NA
Yes
jQuery;Node.js;WordPress
Node.js;WordPress
Node.js;WordPress
Plone Plone
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini;Ollama;uv
Polars;Pydantic;Google Gemini;Ollama;uv
Google Gemini;Ollama;uv
null
null
Ubuntu;Android
Ubuntu;Debian;Linux (non-WSL);Red Hat;NixOS
GitHub;GitLab;Jira;Markdown File;Redmine;Trello;Wikis
GitHub;GitLab;Jira;Markdown File;Redmine;Trello;Wikis
GitHub;GitLab;Jira;Markdown File;Redmine;Trello;Wikis
NA NA
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
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
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Use discussion or chat feature NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Testing code
Generating content or synthetic data;Creating or maintaining documentation
Documenting code
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
Write in the most significant benefit if not listed above.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
Integrating AI agents with my existing tools and workflows can be difficult.;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.;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.
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 need help fixing complex or unfamiliar code
Communication
null
7
35,252
35,253
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
27
Developer, front-end
10,000 or more employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United States of America
USD United States dollar
250,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA Lit
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
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
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
UX
250,000
6
35,253
35,254
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Long term support
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
3
Romania
EUR European Euro
50,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
null
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;Make;npm;pnpm;Podman;Prometheus;Supabase;Vite;Webpack;Yarn
null
null
NA NA
Yes
jQuery;Laravel;Node.js;Nuxt.js;Symfony;Vue.js
null
null
NA NA
Yes
Nano;Notepad++;PhpStorm
null
null
NA NA
Odoo;Google Gemini
null
null
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
Ubuntu;Android;Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
null
null
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
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics
Deployment and monitoring;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;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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.
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 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
Describing a problem
58,007
8
35,254
35,255
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
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
5
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Costs are manageable 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
10
null
United States of America
USD United States dollar
120,000
Yes
C#;Python;SQL;TypeScript
C#;Python;TypeScript
C#;Python;TypeScript
NA NA
Yes
BigQuery;Microsoft SQL Server;PostgreSQL;Redis
null
null
MartenDB NA
Yes
Docker;Firebase;Google Cloud;Gradle;Homebrew;Microsoft Azure;npm;Pip;Terraform
Docker;Firebase;Homebrew;npm;Pip;Terraform
Docker;Firebase;Homebrew;npm;Pip;Terraform
Metro NA
Yes
FastAPI;Flask;Next.js;React
FastAPI;React
FastAPI;React
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;PyCharm;Rider;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;PyCharm;Rider;WebStorm
Cursor;IntelliJ IDEA;PyCharm;Rider;WebStorm
NA NA
.NET 8 or higher;Large Language Model;Pydantic;RAG;LangGraph
.NET 8 or higher;Pydantic;RAG
.NET 8 or higher;Pydantic;RAG
null
null
MacOS;iOS
MacOS;iOS
Clickup;GitHub;Markdown File;Obsidian
Clickup;GitHub;Markdown File;Obsidian
Clickup;GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
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
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Marketing
null
AI agents have increased my productivity.;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.
AI agents have helped me automate repetitive tasks.
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;Qdrant
null
Llama Index;LangChain
null
LangSmith
null
ChatGPT;Claude Code;GitHub Copilot;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecture and big-picture systems design thinking
120,000
8
35,255
35,256
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
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);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
Other online resources (e.g. standard search, forum, online community);Coding Bootcamp
35
Architect, software or solutions
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Prohibitive pricing NA
Computer Systems Design and Services
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Argentina
ARS Argentine peso
58,500,000
Yes
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Terraform
Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Terraform
Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET;ASP.NET Core
NA NA
Yes
Cursor;IntelliJ IDEA;Notepad++;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows;MacOS;Ubuntu;Linux (non-WSL);Red Hat
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Reddit;LinkedIn;Medium
Reddit;LinkedIn
Reddit;LinkedIn
NA NA
Yes
Microsoft Phi-4 models;Mistral AI models;openAI Reasoning models
Microsoft Phi-4 models
Microsoft Phi-4 models
NA NA
No
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Job board
Answer a question 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
Writing code;Documenting code
Project planning;Testing code;Committing and reviewing code
Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Deployment and monitoring;Search for answers
Learning about a codebase;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Robotics
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have reduced the time spent on specific development tasks.
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.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Ollama
null
New Relic
null
Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I’m stuck and can’t explain the problem
active listening.
49,904
10
35,256
35,257
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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);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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
17
AI/ML engineer
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
10
null
United States of America
USD United States dollar
null
Yes
Assembly;C#;C++;Java;MATLAB;PowerShell;Python;SQL;VBA;Visual Basic (.Net)
Ada;Bash/Shell (all shells);C;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;MicroPython;OCaml;Perl;PHP;Prolog;R;Ruby;Rust;Scala;Swift;TypeScript;Zig;Mojo;Gleam
null
NA NA
null
Databricks SQL;Elasticsearch;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake;SQLite
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Datomic;DuckDB;Dynamodb;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Neo4J;Redis;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
NA NA
null
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;Splunk
Ansible;APT;Bun;Cargo;Chocolatey;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Make;Maven (build tool);Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
Docker;Google Cloud
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery
Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
jQuery
NA NA
Yes
Claude Code;Eclipse;Notepad++;PyCharm;Visual Studio;Visual Studio Code
Aider;Android Studio;Bolt;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;VSCodium;WebStorm;Windsurf;Xcode;Zed
Eclipse;PyCharm
NA NA
.NET 8 or higher;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama;LangGraph
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama;LangGraph
null
null
Windows;MacOS;Ubuntu;iOS;Debian;iPadOS;ChromeOS
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;Red Hat
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);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;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;Microsoft Phi-4 models;Mistral AI models;Perplexity Sonar models;Reka (Flash 3 or other Reka models);X Grok models
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
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;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
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
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Robotics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;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.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
Write in the most significant benefit if not listed above.
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.
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
Milvus;Pinecone
null
Llama Index;LangChain;Amazon Bedrock Agents;LangGraph
null
Honeycomb
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
ability to adopt AI to real world problem with high accuracy
null
7
35,257
35,258
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.)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
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)
8
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
6
4
United States of America
USD United States dollar
115,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Dart;Elixir;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Zig
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server;Redis;Supabase
Microsoft SQL Server;PostgreSQL;Supabase
Microsoft SQL Server;Supabase
NA NA
Yes
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Podman;Supabase
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Supabase
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Supabase
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js;React
Deno;Flask;Node.js;React;Svelte
Node.js;React
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code
IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Ollama
.NET 8 or higher;Ollama
.NET 8 or higher;Ollama
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Obsidian;Trello
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
YouTube;LinkedIn;Substack
YouTube;LinkedIn;Substack
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);X Grok models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or 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;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, vibe coding is a fad.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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 learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving and critical thinking. AI really struggles with big-picture concepts for an entire codebase. It can be helpful for individual components, but cross-repository workflows are too much.
115,000
7
35,258
35,259
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Data scientist
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
2
1
Brazil
BRL Brazilian real
200
Yes
Python;R
Python;R
Python;R
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Jira
GitHub
GitHub
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
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people)
null
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Committing and reviewing code
Testing code;Deployment and monitoring
Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
I don’t use AI tools regularly;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving skills, regardless of the programming language
36
4
35,259
35,260
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
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
29
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
null
Software Development
Job stability and career growth with a single employer NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
4
United States of America
USD United States dollar
null
Yes
HTML/CSS;Java;JavaScript;Python
HTML/CSS;Java;JavaScript;Python;Rust
HTML/CSS;Java;JavaScript;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Flask;jQuery;React
Flask;jQuery;React
Flask;jQuery;React
NA NA
Yes
Android Studio;Cline and/or Roo;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;Cline and/or Roo;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;Cline and/or Roo;IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Ubuntu
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
YouTube;Medium
YouTube;Medium
YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
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.;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
Ollama;OpenRouter
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I want to learn best practices;When I have ethical or security concerns about code
communication gathering requirements clearly documenting use cases
null
7
35,260
35,261
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
16
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
6
Developer, back-end
1,000 to 4,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
9
8
Finland
EUR European Euro
60,000
Yes
COBOL;HTML/CSS;Java;Kotlin;Python;Rust;SQL
COBOL;HTML/CSS;Java;Kotlin;Rust;SQL
COBOL;HTML/CSS;Java;Kotlin;Rust;SQL
NA NA
Yes
H2;Oracle;PostgreSQL;SQLite
H2;Oracle;PostgreSQL;SQLite
H2;Oracle;PostgreSQL;SQLite
NA NA
Yes
Cargo;Cloudflare;Digital Ocean;Docker;Gradle;Kubernetes;Pip
Ansible;Cargo;Cloudflare;Docker;Gradle;Kubernetes;Podman
Cargo;Cloudflare;Docker;Gradle;Kubernetes
NA NA
Yes
Flask
null
null
NA NA
Yes
Aider;Android Studio;Cursor;IntelliJ IDEA;Neovim;PyCharm;RustRover;Visual Studio Code;Zed
Claude Code;IntelliJ IDEA;Neovim;PyCharm;RustRover
IntelliJ IDEA;Neovim;PyCharm;RustRover
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Ubuntu;Debian
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
Confluence;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
Confluence;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
NA NA
GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
Project planning;Testing code;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;It’s hard to understand how or why the code works
No, I find it messy and unscalable
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
Personalized agent creation
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboratio...
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
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
ChromaDB
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
69,609
9
35,261
35,262
I am learning to code
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,262
35,263
I am learning to code
18-24 years old
Other (please specify):
Student
Attending school (full-time)
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);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 required for my job or to benefit my career
Videos (not associated with specific online course or certification);Coding Bootcamp
4
Student
null
null
null
null
School
Easy-to-use API NA
Poor usability NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
2
India
INR Indian rupee
null
null
C;C++;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
C#;Dart;Go;Kotlin;PHP;Rust;Swift;Visual Basic (.Net)
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL
Databricks SQL;MariaDB;Microsoft SQL Server;Oracle;Redis;SQLite
null
NA NA
null
Chocolatey;Digital Ocean;Docker;Firebase;Gradle;Heroku;Maven (build tool);Netlify;npm;Pip;pnpm;Railway;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cloudflare;Composer;Gradle;Heroku;Kubernetes;Pip;pnpm;Railway;Supabase;Vercel;Vite;Webpack;Yarn
Gradle;Heroku;Pip;pnpm;Railway;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Django;Express;Flask;jQuery;Next.js;Node.js;React;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Express;FastAPI;Laravel;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Spring Boot;Vue.js;WordPress
Express;Next.js;Node.js;React;WordPress
NA NA
Yes
Android Studio;Bolt;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio Code;WebStorm;Windsurf;Zed
Android Studio;Bolt;Cursor;Eclipse;IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm;Windsurf;Zed
Android Studio;Bolt;Cursor;Eclipse;IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm;Windsurf;Zed
NA NA
Tailwind CSS 4;hostinger;Large Language Model;Google Gemini
.NET 8 or higher;Tailwind CSS 4;hostinger;Large Language Model;Google Gemini
Tailwind CSS 4;hostinger;Large Language Model;Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL)
GitHub;Google Workspace;Markdown File
GitHub;Jira;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
NA NA
Yes
Daily or almost daily
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;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)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code
Debugging or fixing code
Writing code;Testing code;Predictive analytics
Project planning;Deployment and monitoring
Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, somewhat
Other Industry purpose (write in):
Agent/multi-agent orchestration
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine;Replit;v0.dev;Perplexity;Blackbox AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
null
35,263
35,264
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
6
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Reputation for quality NA
Outdated or obsolete technology or features NA
Fintech
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,264
35,265
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
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
13
Developer, front-end
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
12
7
Brazil
BRL Brazilian real
135,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
No, not at all
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,575
7
35,265
35,266
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;St...
30
Founder, technology or otherwise
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Ruby;SQL;Swift;TypeScript;VBA;Visual Basic (.Net)
Assembly;COBOL;F#;Fortran;Go;Groovy;Lisp;Lua;MATLAB;MicroPython;Perl;Prolog;R;Rust;Scala
null
NA NA
Yes
BigQuery;Dynamodb;Elasticsearch;Microsoft Access;MySQL;Oracle
Databricks SQL;IBM DB2;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Snowflake;SQLite;Amazon Redshift
null
Amazon Simple Storage Service (S3), Amazon Glacier Amazon Simple Storage Service (S3), Amazon Glacier
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Terraform
APT;Digital Ocean;Gradle;Heroku;Splunk
null
Oracle Cloud Infrastructure, Oracle Cloud Applications Oracle Cloud Infrastructure, Oracle Cloud Applications
Yes
Angular;ASP.NET;Django;Flask;jQuery;Node.js;React;Ruby on Rails;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Drupal;Express;FastAPI;Flask;jQuery;Laravel;Node.js;React;Ruby on Rails;WordPress
Angular;ASP.NET;Django;Flask;jQuery;Node.js;React;Ruby on Rails;WordPress
NA NA
Yes
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Android Studio;Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Adobe Dreamweaver Adobe Dreamweaver
.NET 8 or higher;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
GitHub;GitLab;Google Workspace;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Apple Support Community Forum Apple Support Community Forum
Yes
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);op...
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
IBM Granite IBM Granite
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;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);Other (write in):
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
null
Generating content or synthetic data
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;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes, "vibe coding" is part of my professional development work. Nearly every day, I receive email messages discussing offers of AI-enhanced goods and services for my job roles.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;Data and analytics;Customer service support;Marketing;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
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.;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
IBM watsonx.ai;Ollama;Amazon Bedrock Agents
null
null
null
Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity;Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
For humans, we are rational most of the time, and logical operands are in computing. So, XNOR can be abused by AI tools if they interpret human prompts as "false" F, which outputs F if FT is the input sequence. FF is T which can be bad. TT is good but can be bad if the T is bad.
null
null
35,266
35,267
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
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
15
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
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
30
15
Belgium
EUR European Euro
90,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;New Relic;npm;Pip;Prometheus;Terraform;Webpack;Yarn
null
null
NA NA
Yes
jQuery;Node.js;React;Symfony;Vue.js;WordPress
null
null
NA NA
Yes
Claude Code;PhpStorm;PyCharm
Cursor
null
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
Bluesky
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Committing and reviewing code
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
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.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;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
Critical thinking, creativity, problem solving, soft skills
104,413
9
35,267
35,268
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
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Online Courses or Certification (includes all media types)
15
Developer, front-end
10,000 or more 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 NA
Availability of better alternatives NA
Insurance
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
null
Germany
EUR European Euro
70,000
Yes
HTML/CSS;JavaScript;Kotlin;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Gradle;npm
null
null
NA NA
Yes
Angular
Node.js;Spring Boot
null
NA NA
Yes
IntelliJ IDEA;WebStorm
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Android
MacOS
GitLab;Miro
Jira
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
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
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
AI agents have improved collaboration within my team.
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.
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
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
GitHub Copilot
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem
Frontend
81,210
7
35,268
35,269
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
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)
25
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Good brand and public image NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Bosnia and Herzegovina
BAM Bosnia and Herzegovina convertible mark
null
null
Assembly;C;C#;C++;Delphi
Delphi
Delphi
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
Project planning;Search for answers
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
No, but my development work has changed somewhat due to non-AI factors
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.;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 a...
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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
null
5
35,269
35,270
I used to be a developer by profession, but no longer am
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly)
50
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
52
Architect, software or solutions
null
null
null
null
Personal Project
Robust and complete API NA
Prohibitive pricing NA
null
null
null
null
null
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
15,000
Yes
C#;HTML/CSS;SQL
Assembly
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
WordPress
null
null
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
YouTube
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
null
Ask a question NA
Neutral
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
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
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.;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.
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:
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
UI design, Help authoring, Development pathway System integration, Refactoring, Drinking coffee!
20,421
null
35,270
35,271
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Transitioning to retirement (gradually reducing work hours)
28
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Games or coding challenges
41
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Manufacturing
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
7
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
GDScript;HTML/CSS;Java;PHP;Python;SQL
GDScript;HTML/CSS;PHP;Python;SQL;Zig
GDScript;HTML/CSS;PHP;Python;SQL
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;SQLite
MariaDB;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Kubernetes;Pip;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Pip;Prometheus
Amazon Web Services (AWS);Docker;Pip;Prometheus
NA NA
Yes
Django;jQuery;WordPress
Django;jQuery
Django;jQuery
NA NA
No
null
null
null
NA NA
Google Gemini;Ollama
Ollama
Ollama
null
null
Windows;Ubuntu;Android
MacOS;Ubuntu;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian;Trello
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models)
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
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
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Good, but not great 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
Hell no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
I don't believe AI tools have any real understanding, they are useful for some tasks. But developers will always been needed to truly understand a problem and find the best solutions.
null
7
35,271
35,272
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
1
Developer, full-stack
null
null
null
null
Work
AI integration or AI Agent capabilities NA
Poor usability NA
null
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
2
2
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;MATLAB;MicroPython;PowerShell;Python
Bash/Shell (all shells)
null
NA NA
Yes
MySQL
Databricks SQL;Oracle;PostgreSQL;Amazon Redshift
null
NA NA
Yes
Docker;Kubernetes
Amazon Web Services (AWS);Google Cloud;Heroku
null
NA NA
Yes
FastAPI;Flask
Django;Next.js;Node.js;React;Spring Boot;Vue.js;WordPress
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
Claude Code
null
NA NA
Large Language Model;Google Gemini;LangGraph
Tailwind CSS 4;Amazon Bedrock
null
null
null
Windows;Android;ChromeOS
Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
GitHub;Google Colab;Google Workspace;Wikis
Azure Devops;Jira
null
NA NA
GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Company-sponsored forums
Stack Exchange;Discord
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
openAI GPT (chatbot models);openAI Image generating models
null
NA NA
Yes
A few times per week
Less than one year
Infrequently, less than once per year
Chat (people)
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Search for answers
null
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Writing code
Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
A software development approach where LLMs generate code based on NLP, essentially letting AI handle the coding while the developer provides high-level direction
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;IT operations;Data and analytics
Language processing;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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.
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 pla...
I am concerned about the accuracy of the information provided by AI agents.
null
ChromaDB;Weaviate;Pinecone
null
Vertex AI;Llama Index;Semantic Kernel;LangChain;LangGraph
null
Honeycomb;LangSmith
null
ChatGPT;Microsoft Copilot
null
When I want to learn best practices
AI, ML, LLMS, NLP, GENAI
null
7
35,272
35,273
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
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;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
22
Developer, embedded applications or devices
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
Reputation for quality NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
6
null
Israel
ILS Israeli new shekel
390,000
Yes
C;C++;MicroPython;Python
C;C++;Go;JavaScript;MicroPython;Python;Rust;Zig;Mojo
C;C++;MicroPython;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium;Windsurf
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium;Windsurf
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium;Windsurf
NA NA
null
null
null
null
null
Windows;Android
Ubuntu;Android;Linux (non-WSL)
Clickup;Doxygen;Markdown File;Miro
Doxygen;Linear;Markdown File;Notion;Obsidian
Doxygen;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;YouTube;LinkedIn;Substack;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;YouTube;LinkedIn;Substack
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Coding challenges;Chat (bot/AI)
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
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning
Creating or maintaining documentation
null
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 monthly or infrequently
Not at all or minimally
Software engineering;Decision intelligence;Data and analytics
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;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
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
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
114,715
6
35,273
35,274
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
28
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
41
Developer, mobile
20 to 99 employees
Individual contributor
Remote
No
Work
Other (please specify): Lack of AI
Other (please specify): Has AI
Software Development
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry involuntarily
11
5
United States of America
USD United States dollar
145,000
Yes
Java;JavaScript;Kotlin;Lua
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android
null
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Reddit;YouTube
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
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
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
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.
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 am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Being able to debug code. Being able to integrate new features into existing code. UI changes. Writing code that's unique to the current job.
145,000
10
35,274
35,275
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.)
18
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
25
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Energy
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
United States of America
USD United States dollar
180,000
Yes
Go;Python;SQL
Kotlin;Rust;TypeScript
null
NA NA
Yes
MongoDB;Neo4J;PostgreSQL;Snowflake;Clickhouse
BigQuery;Databricks SQL;Elasticsearch;InfluxDB;Redis;Amazon Redshift
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;Pip;Prometheus;Terraform
Splunk
null
NA NA
Yes
null
null
null
gin NA
Yes
PyCharm;Sublime Text;Vim;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
MacOS;Ubuntu;iOS
MacOS;Ubuntu
Confluence;GitHub;Google Workspace;Jira;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Substack;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;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
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
180,000
6
35,275
35,276
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
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);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 for my personal curiosity and/or hobbies
Books / Physical media
35
Developer, desktop or enterprise applications
null
null
null
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
35,276
35,277
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
16
Founder, technology or otherwise
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project 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
7
3
Mexico
MXN Mexican peso
860,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;Ruby;SQL;TypeScript
null
null
NA NA
Yes
Cassandra;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis
Cassandra
Cassandra
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Gradle;Heroku;Maven (build tool);npm;Pacman;Pip;Yarn
Kubernetes
null
NA NA
Yes
Django;jQuery;Next.js;React;Ruby on Rails;Vue.js;WordPress
FastAPI
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Arch
Windows;Android;Arch
GitHub;GitLab;Jira;Notion;Trello
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Documenting code;Committing and reviewing code
Learning about a codebase;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
I have only used it once, but I was nice
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
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.
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Learn new programming languages. Understand algorithms. Understand what the AI is generating and why.
45,270
10
35,277
35,278
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, back-end
20 to 99 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
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
6
Ukraine
UAH Ukrainian hryvnia
1,250,000
Yes
HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis
MariaDB;MySQL
NA NA
Yes
Composer;Docker;npm;Webpack
Amazon Web Services (AWS);Composer;Docker;Google Cloud;Kubernetes;npm;pnpm;Webpack
Composer;Docker;npm;Webpack
NA NA
Yes
jQuery;Nuxt.js;Symfony;Vue.js;WordPress
jQuery;Nuxt.js;Symfony;Vue.js;WordPress
jQuery;Nuxt.js;Symfony;Vue.js;WordPress
Bootstrap Bootstrap
Yes
Nano;Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Netbeans IDE Netbeans IDE
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu
Windows;Ubuntu
Clickup;GitHub;GitLab;YouTrack
Clickup;GitHub;GitLab;YouTrack
Clickup;GitHub;GitLab;YouTrack
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
null
openAI Image generating models
openAI Image generating models;openAI Reasoning models
openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Chat (bot/AI)
Use discussion or chat feature NA
Neutral
More than half the time
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Deployment and monitoring
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
I have concerns about the security and privacy of data when using AI agents.
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;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
AI is a tool, like many other technologies that will emerge. Depending on the field, you need to be able to apply these technologies correctly.
29,958
7
35,278
35,279
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, Co...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
5,212
Yes
C;C#;HTML/CSS;Java;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);Go;Kotlin;Swift
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
null
Bun;Cargo;Docker;Homebrew;Netlify;npm;NuGet;Pip;pnpm;Vite
Amazon Web Services (AWS);APT;Make;Terraform
null
NA NA
Yes
Angular;ASP.NET Core;Astro;Node.js;Nuxt.js;React;Vue.js
Spring Boot;Svelte
null
AdonisJS Preact
Yes
IntelliJ IDEA;PyCharm;Rider;Vim;Visual Studio Code;Xcode;Zed
null
null
CLion NA
.NET 8 or higher;Tailwind CSS 4;hostinger;Shadcn/ui
null
null
null
null
Windows;MacOS;Ubuntu;iOS;Linux (non-WSL);iPadOS
MacOS;Ubuntu;Linux (non-WSL);iPadOS
GitHub;Markdown File;Obsidian;Trello
Wikis
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Testing code;Search for answers
Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Creating or maintaining documentation
null
Debugging or fixing 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;It’s hard to understand how or why the code works
No it is not.
No, and I don't plan to
Yes, somewhat
null
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
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.
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 help fixing complex or unfamiliar code
null
6,047
null
35,279
35,280
I am a developer by profession
35-44 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,280
35,281
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
6
Support engineer or analyst
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
Poor usability NA
Other:
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,281
35,282
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
15
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)
No, I didn't spend time learning in the past year
null
17
Architect, software or solutions
Less than 20 employees
People manager
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,282
35,283
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
18
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);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, full-stack
null
null
null
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
12
Germany
EUR European Euro
35,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;PostgreSQL;Redis
Elasticsearch
null
NA NA
Yes
Cloudflare;Docker;Firebase;Google Cloud;npm;Pip
Kubernetes
null
NA NA
Yes
Django;Express;FastAPI;Node.js;Svelte
null
null
NA NA
Yes
PyCharm;Sublime Text;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Airtable;GitHub;Trello
Notion
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
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 per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Predictive analytics;Search for answers;Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
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
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 compare different solutions;When I need help fixing complex or unfamiliar code
null
40,605
7
35,283
35,284
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
16
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);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
19
Developer, game or graphics
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
null
null
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
6
Denmark
DKK Danish krone
534,000
Yes
C#
C#;Zig
C#
NA jai
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;GitLab;Notion
GitLab;Notion
GitLab;Notion
NA NA
YouTube;Company-sponsored forums
Kaggle;YouTube;Company-sponsored forums
YouTube;Company-sponsored forums
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Coding challenges;Job board
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Project planning;Deployment and monitoring
null
null
null
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
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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
understanding and debugging, adjusting, refining, refactoring code.
83,048
8
35,284
35,285
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
35
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
39
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Good brand and public image 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
5
2
Canada
CAD Canadian dollar
133,000
Yes
C;C#;HTML/CSS;JavaScript;Python;Rust
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;React;WordPress
null
null
NA NA
null
IntelliJ IDEA;Nano;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Red Hat
Asana;GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning 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;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data
Debugging or fixing code
Writing code;Documenting code;Committing and reviewing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No Vibe Coding is for junior programmers who do not have a strong skill set. I find code written this way is inferior.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
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
Critical Thinking, Communication, Documentation processing, and learning
97,035
8
35,285
35,286
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 (10-19 hours per week)
2
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)
5
Developer, full-stack
20 to 99 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
Availability of better alternatives NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
4
2
Bangladesh
BDT Bangladeshi taka
700,000
Yes
Dart;GDScript;Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Dart;GDScript;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
Dart;GDScript;Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
Cassandra;Dynamodb;Elasticsearch;PostgreSQL;Redis;Cockroachdb
PostgreSQL;Redis
NA NA
Yes
APT;Cloudflare;Composer;Docker;Firebase;Gradle;Make;npm;Vite;Webpack
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Composer;Docker;Gradle;npm;Terraform;Vite
APT;Cloudflare;Composer;Docker;Gradle;npm;Vite
NA NA
Yes
Express;Laravel;Next.js;Node.js;React
Express;Laravel;Node.js;React
Express;Laravel;Node.js;React
Remix NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Android
Ubuntu;Android
GitHub
GitHub
GitHub
NA NA
Discord;LinkedIn
Discord;LinkedIn
Discord;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
null
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring
Testing code;Committing and reviewing code;Predictive analytics
Writing code
null
Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
5,727
9
35,286
35,287
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
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Student
500 to 999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Banking/Financial Services
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Java;JavaScript;PowerShell;Python;SQL;Zig
null
null
NA NA
Yes
MongoDB;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;FastAPI;jQuery;Node.js
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Debian;iPadOS
Windows;iOS;iPadOS
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Todoist NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Use discussion or chat feature NA
No, not really
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
null
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing 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;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
Hell 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.
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;When I need help fixing complex or unfamiliar code
Reasoning and specialized knowledge possibly interdisciplinary
null
null
35,287
35,288
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
16
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
35,288
35,289
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
Engaged in paid work (20-29 hours per week)
30
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);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;Videos (not associated with specific online course or certification);Blogs or podcasts
30
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
20
8
Canada
CAD Canadian dollar
null
Yes
C;C#;C++;Dart;Delphi;GDScript;HTML/CSS;JavaScript;Kotlin;Lua;MicroPython;Perl;PHP;Python;SQL;TypeScript
Swift
null
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite;Supabase
Cassandra
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Google Cloud;Heroku;Microsoft Azure;Supabase;Vercel
null
null
NA NA
Yes
Deno;Django;Express;Next.js;React
null
null
NA NA
Yes
Android Studio;Cursor;Notepad++;Visual Studio;Visual Studio Code;VSCodium;Windsurf
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL)
null
GitHub;Google Colab;Obsidian;Trello
null
null
NA NA
Discord;Reddit;Bluesky;X;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
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;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
Predictive analytics
Project planning
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no. Only at early stages of projects vibe coding works well for me.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Data and analytics
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
GitHub MCP Server;supabase
null
Ollama;OpenRouter;LangChain
null
null
null
Claude Code;GitHub Copilot;Google Gemini;Roo code (Roo-Cline);Bolt.new
null
When I have ethical or security concerns about code
large systems architect/maintain
null
10
35,289
35,290
I code primarily as a hobby
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
1
Other (please specify):
null
null
null
null
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
5
Poland
PLN Polish zloty
null
Yes
C;C++;HTML/CSS;JavaScript;R
C++;JavaScript
C++;JavaScript
NA NA
null
null
null
null
NA NA
Yes
Chocolatey;npm;NuGet;Pacman
npm;NuGet
npm;NuGet
NA NA
Yes
Node.js
Node.js;WordPress
Node.js
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
null
null
null
null
null
Windows;Ubuntu
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Direct messaging of users;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
null
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly
Not yet.
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
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I 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
Knowledge of algorithms. Understanding problems.
null
null
35,290
35,291
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
40
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry involuntarily
9
8
France
EUR European Euro
61,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
70,769
6
35,291
35,292
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
15
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Easy-to-use API NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
15
25
Pakistan
USD United States dollar
null
null
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Videos;Logic games/puzzles
Answer a question NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase
Project planning;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Testing code
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
35,292
35,293
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
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);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., Un...
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);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
11
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
3
United States of America
USD United States dollar
238,000
Yes
Elixir;Go;HTML/CSS;JavaScript;TypeScript
Go;HTML/CSS;JavaScript;Python;TypeScript
Go;HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;React;Vue.js
Django;Node.js;React;Vue.js
Django;React;Vue.js
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Coding challenges;Chat (bot/AI)
Comment on Q&A posts 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
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting code;Committing and reviewing code;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
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 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.
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I 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
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
Broader product understanding outside of pure development. Understanding business cases and the context of your codebase. Knowing how to effectively review code and spot/fix bugs.
238,000
10
35,293
35,294
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
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
30
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
6
6
Pakistan
PKR Pakistani rupee
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Kotlin;Python;Rust;Swift;TypeScript
Bash/Shell (all shells);Kotlin;Python;Rust;Swift;TypeScript
Bash/Shell (all shells);Kotlin;Python;Rust;Swift;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
PostgreSQL;Valkey
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Gradle;Homebrew;Make;npm;Vite
Ansible;APT;Cargo;Docker;Homebrew;npm;pnpm;Prometheus;Vite
APT;Cargo;Homebrew;npm;Vite
NA NA
Yes
Angular;Express;Flask;Next.js;Node.js;React;Axum
Angular;Axum
Angular;Axum
Actix-web Actix-web
Yes
Android Studio;Visual Studio Code;Xcode;Zed
Android Studio;Xcode;Zed
Android Studio;Xcode;Zed
NA NA
Polars;Large Language Model;SwiftData;RAG;Shadcn/ui;Ollama;uv
Polars;Large Language Model;SwiftData;RAG;Shadcn/ui;uv;visionOS
Polars;Large Language Model;SwiftData;RAG;Shadcn/ui;uv
null
null
MacOS;iOS;Debian;Linux (non-WSL);iPadOS;Fedora
MacOS;Android;Debian;Linux (non-WSL);Fedora
GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File
Jira;Markdown File
Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
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;Coding challenges;Job board
Answer a question NA
Yes, definitely
More than half the time
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Decision intelligence;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;Write in the most significant benefit if not listed above.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
null
null
9
35,294
35,295
I work with developers or my work supports developers but am not 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)
4
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
7
Other (please specify):
20 to 99 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
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
15
10
Philippines
PHP Philippine peso
430,000
Yes
C;C++;Fortran;MATLAB;PowerShell;VBA;Visual Basic (.Net)
null
null
NA NA
null
Microsoft Access
null
null
NA NA
Yes
Cloudflare;Google Cloud;Microsoft Azure
null
null
NA NA
Yes
WordPress
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
c++23
null
null
null
null
Windows;Android;iOS
Windows;Ubuntu;Android;iOS
Azure Devops;GitHub;GitLab;Google Workspace;Jira
null
null
NA NA
Reddit;X;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
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.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Documenting code;Deployment and monitoring
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Multi-platform search enablement;Language processing;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;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.
null
null
null
AutoGen (Microsoft)
null
null
null
ChatGPT;Microsoft Copilot
Azure OpenAI
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Independent problem-solving, Memory, Communication skills, Interpersonal skills
7,550
null
35,295
35,296
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
14
Developer, mobile
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
900,000
Yes
Kotlin
Kotlin
Kotlin
NA NA
No
null
null
null
NA NA
Yes
Firebase;Gradle;Homebrew
Firebase;Gradle;Homebrew
Firebase;Gradle;Homebrew
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Claude Code;IntelliJ IDEA;Sublime Text
Android Studio;Claude Code;IntelliJ IDEA;Sublime Text
Android Studio;Claude Code;IntelliJ IDEA;Sublime Text
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Android
MacOS
Asana;GitHub;Google Workspace;Jira
Asana;GitHub;Google Workspace
Asana;GitHub;Google Workspace
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Learning about a codebase
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;MCP servers
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
AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding and reviewing code, technical communication, technical design and planning
900,000
9
35,296
35,297
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, ...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp
5
Developer, full-stack
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
3
200
Ethiopia
USD United States dollar
36,000
Yes
Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Java;Kotlin;Swift
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL
BigQuery;SQLite
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Vercel;Vite;Webpack
Heroku;Microsoft Azure
null
NA NA
Yes
Express;jQuery;Laravel;Next.js;Node.js;React;Vue.js
Angular;Flask;WordPress
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
null
null
Windows;MacOS;Ubuntu;Linux (non-WSL)
null
GitHub;GitLab;Google Workspace;Notion
Azure Devops;Google Colab
null
NA NA
Stack Overflow;Discord;Reddit;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Hacker News
null
NA NA
Yes
Alibaba Cloud Qwen models;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
Amazon Titan models;Anthropic: Claude Sonnet
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Committing and reviewing code
Documenting code;Testing code;Predictive analytics
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics
Multi-platform search enablement;Language processing;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
Redis;Neo4j;GitHub MCP Server
null
Haystack;Martian;Smolagents
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;Cody
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
1. Problem-Solving & Critical Thinking 2. UX/UI & Design Thinking 3. Communication & Collaboration 4. Understanding the “Why” Behind Code 5. Security & Privacy Awareness 6.. Ethical & Responsible AI Use
36,000
8
35,297
35,298
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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
6
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
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
7
null
Algeria
DZD Algerian dinar
null
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Go;Rust
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Bun;Docker;npm;pnpm;Vercel;Vite
Bun;Cargo;Docker
Bun;Docker
NA NA
Yes
NestJS;Next.js;Node.js;React
NestJS;React;Vue.js
NestJS;React
NA NA
Yes
Neovim;Visual Studio Code;WebStorm
Neovim;Visual Studio Code;WebStorm
Neovim;Visual Studio Code;WebStorm
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Ubuntu;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
Testing code
Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
not good
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
null
null
8
35,298
35,299
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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 required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
13
Academic researcher
5,000 to 9,999 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
6
null
United States of America
USD United States dollar
149,000
Yes
MATLAB;Python;R
Python
Python
PowerBI NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Spyder NA
null
null
null
null
null
Windows;Android
Windows;Android
GitHub
GitHub;Google Colab
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
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
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Committing and reviewing 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
Never heard of it
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 am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
149,000
null
35,299
35,300
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);None of the above;Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Other (please specify):
12
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
6
United States of America
USD United States dollar
125,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
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
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Committing and reviewing code;Predictive analytics;Other (write in):
Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Testing code
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
not a ton of it yet
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.;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
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
communication
125,000
8