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45,700
45,701
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
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts
10
Cloud infrastructure engineer
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
7
4
Australia
AUD Australian dollar
140,000
Yes
Bash/Shell (all shells);Go;JavaScript;PowerShell;TypeScript
Bash/Shell (all shells);Go;JavaScript;TypeScript
Bash/Shell (all shells);Go;JavaScript;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;PostgreSQL;Redis;SQLite
Cloud Firestore;PostgreSQL;SQLite;Valkey
Cloud Firestore;PostgreSQL;SQLite
NA Bigtable
Yes
Docker;Firebase;Google Cloud;Kubernetes;Supabase;Terraform
Docker;Firebase;Google Cloud;Terraform
Docker;Firebase;Google Cloud;Terraform
NA NA
Yes
Express;Next.js;Node.js;React;Ruby on Rails
Express;React;Ruby on Rails
Express;React;Ruby on Rails
NA NA
Yes
Cline and/or Roo;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Confluence;GitHub;Google Workspace;Linear;Markdown File;Notion;Trello
GitHub;Google Workspace;Linear;Markdown File;Trello
GitHub;Google Workspace;Linear;Markdown File;Trello
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;Bluesky;X;YouTube;LinkedIn;Substack;Company-sponsored forums
Stack Overflow;X;YouTube;LinkedIn;Substack
Stack Overflow;X;YouTube;LinkedIn;Substack
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 month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Highly distrust
Good, but not great at handling complex tasks
Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring
Writing code;Documenting code;Creating or maintaining documentation
Debugging or fixing code;Testing code
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
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
being able to tell the ai is wrong because of an assumed business context or business problem that either wasn't taken into account or wasn't provided as background
91,013
10
45,701
45,702
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
10
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Recognition from peers for your work NA
Yes
I have neither consider or transitioned into a new career or industry
7
4
United States of America
USD United States dollar
100,000
Yes
HTML/CSS;JavaScript;PHP;Python;TypeScript
HTML/CSS;Java;JavaScript;PHP
HTML/CSS;JavaScript;PHP
NA NA
Yes
BigQuery;MySQL
MySQL;Supabase;Pocketbase
MySQL
NA NA
Yes
Chocolatey;Composer;Digital Ocean;Docker;npm;Vite
Amazon Web Services (AWS);Cloudflare;Composer;npm;Vite
Composer;npm;Vite
NA NA
Yes
jQuery;Laravel;Node.js;React;WordPress
Laravel;Node.js;React;Svelte;Vue.js
Laravel;Node.js;React
NA NA
Yes
Visual Studio Code;VSCodium
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;Windows Subsystem for Linux (WSL)
Asana;GitHub;GitLab;Google Workspace;Notion
Asana;GitHub;GitLab;Google Workspace;Notion;Obsidian
Asana;GitHub;GitLab;Google Workspace;Notion
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
null
Project planning;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes. I spend some time thinking through a project plan with AI-development in mind. I break that up into specific tasks and then prompts which will be given as instructions to an AI model like Gemini 2.5 Pro (seems to give best results for implementing new features, self-checking, and staying on-track). Once the bulk of the changes are done, I test and review the code's primary functionality then give instructions to rewrite, refactor, or simplify as necessary. While this is happening in some files I will manually make design or functionality adjustments in other files to make good use of time.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Data and analytics
Language processing;Personalized agent creation
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 improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Zapier
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Being able to understand the code and the output in order to explain the back to the AI will be more effective that not understanding the code. It's also important to understand when AI needs to quit because sometimes it gets stuck outputting bad data and needs to be cut off. Project planning and understanding the big picture and making choices for which technologies will be important when assigning tasks to AI agents.
100,000
8
45,702
45,703
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
11
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)
18
Engineering manager
1,000 to 4,999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Other:
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
Australia
AUD Australian dollar
150,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
C#;HTML/CSS;JavaScript;PowerShell;Python;R;SQL
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Microsoft SQL Server;Snowflake
Microsoft SQL Server;Snowflake
Microsoft SQL Server;Snowflake
NA NA
Yes
APT;Docker;Microsoft Azure;NuGet
APT;Docker;Kubernetes;Microsoft Azure;NuGet
APT;Docker;Microsoft Azure;NuGet
NA NA
Yes
ASP.NET Core;jQuery
ASP.NET Core;jQuery
ASP.NET Core;jQuery
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher;Microsoft Fabric;Google Gemini
.NET 8 or higher;Microsoft Fabric
null
null
Ubuntu;Android
Windows;Ubuntu
Azure Devops;Google Workspace;Markdown File
Azure Devops;GitHub;Google Workspace;Markdown File
Azure Devops;Google Workspace;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
The ability to translate requirements
97,514
8
45,703
45,704
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Engaged in paid work (20-29 hours per week)
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;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
2
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
null
Yes
Go;HTML/CSS;Java;JavaScript;Python;SQL
C;Ruby;Scala
null
NA NA
Yes
H2;MongoDB;MySQL;PostgreSQL
Redis
null
NA NA
Yes
Amazon Web Services (AWS);Maven (build tool);Microsoft Azure;npm
null
null
NA NA
Yes
Node.js;Spring Boot
Angular;AngularJS;Django
null
NA NA
Yes
IntelliJ IDEA
null
null
Netbeans NA
Tailwind CSS 4
null
null
null
null
Ubuntu;Debian
null
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
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
Day-in-the-life profiles/interviews with experts
Ask a question NA
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
45,704
45,705
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
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
23
Engineering manager
500 to 999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Fintech
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
30
5
United States of America
USD United States dollar
323,000
Yes
Bash/Shell (all shells);Elixir;Go;HTML/CSS;Java;Kotlin;Python;Ruby;Rust;SQL
Elixir;HTML/CSS;Kotlin;Rust;TypeScript
Elixir;HTML/CSS;Kotlin;Rust
NA NA
Yes
Dynamodb;MariaDB;MySQL;Redis;Clickhouse
Dynamodb;PostgreSQL;Redis;Valkey
Dynamodb;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pacman;Pip;Terraform
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;npm;Pacman;Podman;Terraform
Amazon Web Services (AWS);Cargo;Cloudflare;Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;npm;Pacman;Terraform
NA NA
Yes
Spring Boot
Spring Boot;Vue.js
Spring Boot
NA NA
Yes
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim
Neovim
Neovim
SST OpenCode SST OpenCode
Large Language Model;Amazon Bedrock;Ollama
Large Language Model;Amazon Bedrock;RAG;Shadcn/ui;Ollama
Large Language Model;Amazon Bedrock;Ollama
null
null
Windows;iOS;Arch;NixOS
MacOS;iOS
GitHub;Jira;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
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
null
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring;Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Learning about a codebase;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
No, we still care about the code, we still review the code. The author being AI doesn’t exempt the committer from code quality standards. We still expect committers to be able to explain the code and answer for any mistakes it contains.
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.
null
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Customer focus, understanding internals, reading the docs. If you couldn’t get it from StackOverflow today, I don’t expect an LLM to do it tomorrow.
323,000
10
45,705
45,706
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly)
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;Videos (not associated with specific online course or certification);Coding Bootcamp;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);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
1
Developer, front-end
null
null
null
null
Work
Easy-to-use API NA
Lack of or sub-par API NA
null
null
Yes
I have transitioned into a new career and/or industry involuntarily
3
2
Pakistan
PKR Pakistani rupee
null
Yes
C++;HTML/CSS;JavaScript;Python
C++;HTML/CSS;JavaScript;Python
C++;HTML/CSS;JavaScript;Python
NA NA
Yes
MySQL;Oracle
MySQL;Oracle
MySQL;Oracle
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Google Colab;Google Workspace;Lucid (includes Lucidchart);Miro
GitHub;Google Colab;Google Workspace;Lucid (includes Lucidchart);Miro
GitHub;Google Colab;Google Workspace;Lucid (includes Lucidchart);Miro
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
NA NA
Yes
Less than once every 2 - 3 months
Less than one year
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, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Deployment and monitoring
null
null
Learning about a codebase;Testing code
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Not at all or minimally
Decision intelligence;Marketing
MCP servers
null
AI agents have improved collaboration within my team.
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
null
Fireproof;LangMem
null
CrewAI;Martian
null
opik;helicone
null
Amazon Codewhisperer;Cody
null
null
null
null
null
45,706
45,707
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
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
15
Engineering manager
5,000 to 9,999 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
15
10
Mexico
MXN Mexican peso
2,300,000
null
C;C#;Java;SQL;VBA;Visual Basic (.Net)
Java;SQL;VBA;Visual Basic (.Net)
Java;SQL;VBA;Visual Basic (.Net)
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;MySQL;SQLite
Firebase Realtime Database;Microsoft SQL Server;MySQL;SQLite
Firebase Realtime Database;Microsoft SQL Server;MySQL;SQLite
NA NA
null
Firebase;Google Cloud;Microsoft Azure
Firebase;Google Cloud;Microsoft Azure
Firebase;Google Cloud;Microsoft Azure
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Android
Windows;Android
Azure Devops;GitHub;Miro
GitHub;Miro
GitHub;Miro
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
A few times per month or weekly
Chat (people);Long-form articles;Coding challenges;Direct messaging of users
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Predictive analytics;Learning new concepts or technologies;Other (write in):
Debugging or fixing code;Testing code;Committing and reviewing code
null
I don’t use AI tools regularly
null
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.
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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Logic and mathemathics
121,070
null
45,707
45,708
I used to be a developer by profession, but no longer am
55-64 years old
Some college/university study without earning a degree
Retired
Volunteering (regularly)
35
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
45,708
45,709
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
2
7
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;MicroPython;Python;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lua;Python;TypeScript;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
BASIC NA
Yes
null
null
null
NA NA
Yes
APT;Make
Make
Make
dnf, dnf 5 dnf 5
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Android;Fedora
Windows;Windows Subsystem for Linux (WSL);Fedora;ChromeOS
GitHub;GitLab;Markdown File;Obsidian;Trello
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
Nope!
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
null
45,709
45,710
I am a developer by profession
Prefer not to say
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc);Other (please specify):
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
40
Cloud infrastructure engineer
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
null
Computer Systems Design and Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,710
45,711
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);None of the above;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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);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;Games or coding challenges;Books / Physical media
25
Data or business analyst
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Manufacturing
null
Yes
I have strongly considered changing my career and/or the industry I work in
20
13
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Swift
Bash/Shell (all shells);C#;GDScript;Java;Python;Ruby;Swift
Bash/Shell (all shells);Python;Swift
NA octave
Yes
Neo4J;SQLite
DuckDB;Neo4J;PostgreSQL;SQLite
Neo4J;SQLite
NA NA
Yes
APT;Docker;Google Cloud;npm;Pip
APT;Google Cloud
APT;Google Cloud
conda conda
Yes
null
null
null
NA wails
Yes
VSCodium;Windsurf;Xcode
Rider;VSCodium;Xcode
VSCodium;Xcode
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS;Fedora;ChromeOS;Pop!_OS
Windows;Linux (non-WSL)
GitHub;Google Colab
GitHub;Google Colab
GitHub;Google Colab
Discord NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Cohere: Command A;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Mistral AI models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Mistral AI models
gemma3, phi-3.5, Cohere: Aya gemma3, phi-3.5, Cohere: Aya
Not sure/can't remember
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Logic games/puzzles;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning new concepts or technologies
Testing code
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Only in very early prototype-stage applications
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Other Industry purpose (write in):
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have 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.
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
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
Neo4j;Weaviate
ag2
AutoGen (Microsoft);Ollama;LangChain;Haystack;Smolagents
ag2 (independent)
Grafana + Prometheus;arize
null
Google Gemini
windsurf, Claude (API)
null
application ideas, app structure for functionality, choosing user-interface design
null
null
45,711
45,712
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)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
20
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
6
Portugal
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;PowerShell;Python;TypeScript
C#;HTML/CSS;PowerShell;Python;TypeScript
NA NA
Yes
PostgreSQL;Redis
Neo4J;PostgreSQL;Redis
PostgreSQL;Redis
NA qdrant
Yes
Cloudflare;Digital Ocean;Docker;npm;NuGet;Pip;Prometheus;Yarn
Cloudflare;Docker;npm;NuGet;Prometheus;Yarn
Cloudflare;Docker;npm;NuGet;Prometheus;Yarn
NA NA
Yes
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Cursor;Notepad++
Notepad++
NA NA
.NET 8 or higher;Large Language Model;Ollama;uv
.NET 8 or higher;Large Language Model;RAG;Ollama
.NET 8 or higher;Large Language Model;Ollama
null
null
Windows;Android
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Alibaba Cloud Qwen models;openAI Image generating models;openAI Reasoning models
Alibaba Cloud Qwen models;openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
I user it partially. It is my first steps.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;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;I don’t think I’ll need help from people anymore
AI solutions developing, business management, personal interactions, technical engineering
null
8
45,712
45,713
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
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Portugal
EUR European Euro
33,000
Yes
Bash/Shell (all shells);C;C++;MicroPython;Python
Bash/Shell (all shells);C;MicroPython;Python
Bash/Shell (all shells);C;MicroPython;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Fedora
Windows;Linux (non-WSL);Fedora
Confluence;Jira
Confluence;Jira
Confluence;Jira
gerrit, jenkins NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
problem description, deep understanding of business logic and domain logic
38,285
2
45,713
45,714
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
67
Retired
null
null
null
null
Personal Project
Reliability and low latency NA
Poor usability NA
null
Job stability and career growth with a single employer Not a professional software developer anymore
null
null
null
2
United States of America
USD United States dollar
0
Yes
C#;HTML/CSS;Python;VBA;Visual Basic (.Net)
null
null
VBA, Python, HTML NA
Yes
Microsoft Access;Microsoft SQL Server
MySQL
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub
null
null
NA NA
Stack Overflow;Reddit
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
A few times per month or weekly
Chat (people);Message Boards;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Neither trust nor distrust
Good, but not great at handling complex tasks
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
Writing code;Debugging or fixing code
null
Search for answers
Other (write in):
LLM is not currently used by me for coding, LLMs simply regurgitates us back to us, so errors are implicit.
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has significantly changed due to non-AI factors
Software engineering
Language processing
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 increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Requirements definition & specification and high level design architecture and implementation
null
null
45,714
45,715
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.)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
40
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL
HTML/CSS;JavaScript;Ruby
HTML/CSS;JavaScript;Ruby
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);npm
Amazon Web Services (AWS);npm
Amazon Web Services (AWS);npm
Render, esbuild, Render, esbuild, Flightcontrol
Yes
React;Ruby on Rails
React;Ruby on Rails
React;Ruby on Rails
NA NA
Yes
Claude Code;Visual Studio Code
Claude Code
Claude Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS
MacOS
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
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
Claude Code;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;When I need quick help troubleshooting
design, testing, writing maintainable code
null
8
45,715
45,716
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
Transitioning to retirement (gradually reducing work hours)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
41
Academic researcher
null
null
null
null
Personal Project
Robust and complete API NA
Outdated or obsolete technology or features NA
null
Autonomy and trust to manage your own tasks NA
null
null
null
20
Mexico
MXN Mexican peso
120,000
Yes
Bash/Shell (all shells);C;COBOL;Dart;Fortran;Go;HTML/CSS;Java;JavaScript;PHP;Python;Scala;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MicroPython;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Google Cloud;Heroku;Kubernetes;Netlify;npm;Pip;Podman;Railway;Vite;Yarn
Ansible;Cloudflare;Digital Ocean;Docker;Kubernetes;Netlify;npm;Pip;Podman;Prometheus;Railway;Vite
Ansible;Cloudflare;Digital Ocean;Docker;Kubernetes;Netlify;npm;Pip;Podman;Railway;Vite
NA NA
Yes
Astro;Deno;Express;FastAPI;Node.js;React
Astro;Deno;Express;FastAPI;Node.js;React;Vue.js
Astro;Deno;Express;FastAPI;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;PyCharm;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;PyCharm;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;MacOS;Ubuntu;Debian
Windows;MacOS;Ubuntu;Debian
GitHub;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Highly distrust
Very poor at handling complex tasks
null
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
NO
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to compare different solutions
perpective, intuition
6,317
9
45,716
45,717
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp
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 media types);Blogs or podcasts;Coding Bootcamp;Books / Physical media
42
Data or business analyst
100 to 499 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
Lack of AI or AI agents NA
Healthcare
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
7
10
Germany
EUR European Euro
67,500
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;PowerShell;Python;R;SQL;VBA
Bash/Shell (all shells);C;C#;Delphi;F#;Go;HTML/CSS;PowerShell;Python;R;Ruby;Rust;SQL;Swift;VBA;Mojo
Bash/Shell (all shells);C;C#;HTML/CSS;PowerShell;Python;R;SQL;VBA
NA NA
Yes
Microsoft Access;Microsoft SQL Server
DuckDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL
Microsoft Access;Microsoft SQL Server
NA NA
Yes
APT;Docker;Homebrew;Kubernetes;Make;MSBuild;Pip
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;MSBuild;Pip;Podman
APT;Docker;Homebrew;Kubernetes;Make;MSBuild;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Microsoft Fabric;Google Gemini;Delphi 12+ Athens;Ollama;Ultralytics
Large Language Model;Google Gemini;Ollama
null
null
MacOS;iOS;iPadOS
Windows;Ubuntu
Confluence;GitLab;Jira;Markdown File
Confluence;GitLab;Google Colab;Jira;Markdown File
Confluence;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Hugging Face Hugging Face
Yes
openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
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;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
null
null
It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations;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 spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I need quick help troubleshooting
Process- / Workflow-"Fantasy"
78,310
7
45,717
45,718
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Government
null
No
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
7
45,718
45,719
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.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
7
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Python;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Python;TypeScript
NA NA
Yes
Cloud Firestore;Cosmos DB;PostgreSQL
Cassandra;Cloud Firestore;Cosmos DB;Elasticsearch;PostgreSQL
Cloud Firestore;Cosmos DB;PostgreSQL
Fuseki NA
Yes
Docker;Firebase;Google Cloud;Maven (build tool);Microsoft Azure;npm;NuGet;pnpm;Vite
Docker;Firebase;Google Cloud;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;pnpm;Vite
Docker;Firebase;Google Cloud;Maven (build tool);Microsoft Azure;npm;NuGet;pnpm;Vite
NA NA
Yes
ASP.NET;Next.js;Node.js;React;Spring Boot
ASP.NET;Node.js;React;Spring Boot
ASP.NET;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);ChromeOS
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);ChromeOS
Azure Devops;GitHub;Markdown File;Miro;Obsidian
Azure Devops;GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
150,000
8
45,719
45,720
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
15
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
null
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Turkey
EUR European Euro
65,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);C#;C++;Go;JavaScript;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);C#;C++;JavaScript;PowerShell;Python;Rust;SQL
NA NA
Yes
Dynamodb;Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft Access;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Composer;Datadog;Digital Ocean;Docker;Firebase;Heroku;Kubernetes;Microsoft Azure;npm;NuGet;Pip
Amazon Web Services (AWS);Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Kubernetes;Microsoft Azure;npm;NuGet;Pip
Amazon Web Services (AWS);Composer;Datadog;Digital Ocean;Docker;Firebase;Heroku;Kubernetes;Microsoft Azure;npm;NuGet;Pip
NA NA
Yes
ASP.NET;ASP.NET Core;Django;FastAPI;Fastify;Flask;jQuery;Vue.js
ASP.NET;ASP.NET Core;Django;FastAPI;Fastify;Flask;jQuery;Vue.js
ASP.NET;ASP.NET Core;Django;FastAPI;Fastify;Flask;jQuery;Vue.js
NA NA
Yes
Claude Code;Cursor;Nano;Neovim;Notepad++;Rider;RustRover;Sublime Text;Vim;Visual Studio;Visual Studio Code
Claude Code;Cursor;Nano;Neovim;Notepad++;Rider;RustRover;Sublime Text;Vim;Visual Studio;Visual Studio Code
Claude Code;Cursor;Nano;Neovim;Notepad++;Rider;RustRover;Sublime Text;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL);iOS;Debian
Ubuntu
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
NA NA
null
null
null
NA NA
null
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
Long-form articles
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Testing code
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I’ve become less confident in my own problem-solving
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I need help fixing complex or unfamiliar code
null
75,410
null
45,720
45,721
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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
12
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Poor usability NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
7
3
United States of America
USD United States dollar
180,000
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
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Somewhat
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
Agent/multi-agent orchestration;MCP servers
null
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;pgvector
null
Ollama;LangChain
null
Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;v0.dev;Perplexity;Bolt.new;Lovable.dev
null
null
null
180,000
null
45,721
45,722
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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
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
16
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
45,722
45,723
I am a developer by profession
18-24 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
45,723
45,724
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
8
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
School
Easy-to-use API NA
null
Software Development
null
I'm not sure
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
7
45,724
45,725
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
15
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
Reputation for quality Easy to maintain
Prohibitive pricing 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
Canada
CAD Canadian dollar
142,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Chocolatey;Docker;Kubernetes;Make;Microsoft Azure;npm;NuGet;Vite
null
null
NA NA
Yes
Angular;ASP.NET Core;Express;Node.js;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Generating content or synthetic data
null
Search for answers
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;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
Intuition. Common sense. Efficiency vs practicality.
103,601
null
45,725
45,726
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
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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)
30
Founder, technology or otherwise
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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);JavaScript;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL;SQLite
null
null
NA NA
Yes
Cargo;Docker;Google Cloud;Homebrew;npm;Pip;pnpm;Poetry;Vite
null
null
NA NA
Yes
Svelte;Axum
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Pydantic;uv
null
null
null
null
MacOS;Debian
MacOS;Debian
GitHub;Markdown File
null
null
NA NA
GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat 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;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
No. I mostly write code myself. But asking the AI to rewrite my code in a more idiomatic way, or fixing my typescript types, or suggesting other tests to complement existing ones work extremely well.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
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’m stuck and can’t explain the problem;Other (please specify):
Communication skills. While AI is getting better and better, being able to discuss where we want to take a product, and to convince others that an idea should be pursued is proving more and more valuable to me over time.
null
10
45,726
45,727
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Inefficient or time-costly NA
Banking/Financial Services
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
8
3
Portugal
EUR European Euro
40,000
Yes
Java;JavaScript;SQL;TypeScript
Elixir;Java;OCaml;Rust;Zig
Java
NA NA
Yes
Elasticsearch;H2;Microsoft SQL Server;MongoDB;Oracle;PostgreSQL
Elasticsearch;H2;Neo4J;PostgreSQL;SQLite;Pocketbase
Elasticsearch;H2;PostgreSQL
NA NA
Yes
Docker;Kubernetes;Maven (build tool);npm
Docker;Kubernetes;Maven (build tool)
Docker;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;Spring Boot
Angular;Nuxt.js;Phoenix;Spring Boot;Axum
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;RustRover;Visual Studio Code;Zed
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows
GitLab;Jira;Markdown File
Confluence;GitLab;Jira;Linear;Markdown File
GitLab;Jira;Markdown File
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving, maintenance and business knowledge
46,406
7
45,727
45,728
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Student
I don’t know
Individual contributor
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
45,728
45,729
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.)
Independent contractor, freelancer, or self-employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
7
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
null
No
I have somewhat considered changing my career and/or the industry I work in
5
10
Argentina
ARS Argentine peso
null
Yes
Bash/Shell (all shells);PowerShell;Python;SQL
Bash/Shell (all shells);COBOL;Go;PowerShell;Python;R;Rust;SQL
Bash/Shell (all shells);PowerShell;Python;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
BigQuery;Databricks SQL;DuckDB;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake
MongoDB;MySQL;PostgreSQL
NA NA
Yes
Docker;Pip
Amazon Web Services (AWS);Composer;Docker;Google Cloud;Heroku;Kubernetes;Maven (build tool);Microsoft Azure;Pip;Terraform
Docker;Pip
NA NA
Yes
null
null
null
Streamlit NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
GitHub;GitLab;Google Colab;Trello
GitHub;GitLab;Google Colab;Google Workspace;Trello
GitHub;GitLab;Google Colab;Trello
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;LinkedIn
NA NA
Yes
Meta Llama (all models)
Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Job board;Chat (bot/AI)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,729
45,730
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Coding Bootcamp
null
null
null
Applied scientist
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Turkey
TND Tunisian dinar
null
Yes
Ada;C#;JavaScript
null
null
NA NA
null
Microsoft SQL Server;MongoDB;SQLite
null
null
NA NA
Yes
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
4
45,730
45,731
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
10
Architect, software or solutions
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Inefficient or time-costly NA
Manufacturing
null
No
I have somewhat considered changing my career and/or the industry I work in
7
5
Indonesia
IDR Indonesian rupiah
500,000,000
Yes
PHP;PowerShell;SQL;VBA
HTML/CSS;JavaScript;PHP;PowerShell;SQL;VBA
PHP;PowerShell;SQL;VBA
NA NA
Yes
DuckDB;Microsoft Access;PostgreSQL;SQLite;Pocketbase
PostgreSQL;SQLite;Pocketbase
PostgreSQL;SQLite;Pocketbase
NA NA
No
null
null
null
NA NA
Yes
Astro;jQuery
Astro;jQuery
Astro;jQuery
NA NA
No
null
null
null
NA NA
hostinger
hostinger;Shadcn/ui
hostinger
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube
Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
null
null
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Other (write in):
Berikut versi profesional dalam bahasa Inggris: > "AI assisted me in answering conceptual questions using the 4W1H approach and also supported me in applying best practices."
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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 compare different solutions;When I have ethical or security concerns about code
excel vba, spreadsheet excel, sql
30,641
null
45,731
45,732
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
28
Founder, technology or otherwise
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Australia
AUD Australian dollar
null
Yes
Dart;Go;JavaScript;Python;TypeScript
Rust
null
NA NA
Yes
BigQuery;Cloud Firestore;SQLite
Supabase
null
NA NA
Yes
Cloudflare;Google Cloud
Supabase;Terraform
null
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
null
null
NA NA
Yes
Claude Code;Cursor;Xcode
null
null
NA NA
SwiftData;Pydantic;RAG;Google Gemini
null
null
null
null
MacOS;iOS;iPadOS
null
GitHub
null
null
NA NA
X;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Customer service support;Marketing
Agent/multi-agent orchestration
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
45,732
45,733
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
25
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
null
null
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
24
6
United States of America
USD United States dollar
197,000
Yes
Go;JavaScript;Ruby;SQL
Go;Ruby;Rust;SQL
Go;Ruby;SQL
NA NA
Yes
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Redis
Databricks Databricks
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;New Relic;Terraform
Datadog;Docker;Kubernetes
Datadog;Docker;Kubernetes
NA NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Vim;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Lucid (includes Lucidchart)
GitHub;Lucid (includes Lucidchart)
NA NA
Stack Overflow
null
null
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models)
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.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. But maybe soon.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
197,000
6
45,733
45,734
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
4
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);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API 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
6
4
Australia
AUD Australian dollar
100,000
Yes
C#;C++;GDScript;Go;HTML/CSS;Java;JavaScript;Kotlin;Rust;Scala;TypeScript
Assembly;C++;GDScript;Kotlin;Ruby;Rust;Zig
C++;GDScript;Kotlin;Rust
NA NA
Yes
Cassandra;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Docker;Gradle;Homebrew;Make;npm;NuGet;Webpack
APT;Bun;Cargo;Gradle;Homebrew
APT;Cargo;Gradle;Homebrew
NA NA
Yes
AngularJS;jQuery;Spring Boot
jQuery;Svelte
jQuery
NA NA
Yes
IntelliJ IDEA;Nano;Rider;RustRover;Visual Studio Code
Nano;Rider;RustRover;Visual Studio Code
Nano;Rider;RustRover;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Debian
MacOS;Debian
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
Clickup;GitHub;GitLab;Markdown File;Miro
GitHub;GitLab;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
DeepSeek (R- Reasoning models)
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once per month or monthly
Message Boards;Long-form articles;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
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;Other (write in):
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
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
End-to-end planning. As a developer, I have an understanding of the intent and execution behind a very large codebase. While an LLM's context window may grow, it will never have the same understanding of the impact of its changes, adherence to an overarching goal, or the original intent of the code at hand.
65,009
4
45,734
45,735
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
22
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
Connected to an open-source project NA
null
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
45,735
45,736
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,736
45,737
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
7
Developer, game or graphics
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Poor usability NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
1
Republic of Korea
KRW South Korean won
null
Yes
C#;HTML/CSS;JavaScript
C#;HTML/CSS;JavaScript
C#;HTML/CSS;JavaScript
NA NA
Yes
MongoDB;Redis;SQLite
MongoDB;Redis
MongoDB;Redis
Meilisearch Meilisearch
No
null
null
null
NA NA
Yes
Express;Node.js;Vue.js
Express;Node.js;Nuxt.js;React;Svelte;Vue.js
Express;Node.js;Vue.js
NA NA
Yes
Rider;WebStorm
Rider;WebStorm
Rider;WebStorm
NA NA
null
null
null
null
null
Windows;MacOS;Android;iPadOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Notion
Notion
Notion
NA NA
Discord;X;YouTube
Discord;YouTube
Discord;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Comment on Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
null
null
null
45,737
45,738
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.);Volunteering (regularly)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
15
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Other:
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
6
4
Peru
PEN Peruvian sol
300,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
Dart;HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
Datomic;Dynamodb;MongoDB;PostgreSQL;Redis
Datomic;Dynamodb;MongoDB;PostgreSQL
Datomic;Dynamodb;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Google Cloud;Kubernetes;Make;Pip
Digital Ocean
Digital Ocean
NA NA
Yes
Django;FastAPI;jQuery;Vue.js
Astro;Django;FastAPI;Svelte;Vue.js
Django;FastAPI;Vue.js
NA NA
Yes
IntelliJ IDEA;PyCharm;Windsurf
Claude Code;Cursor;IntelliJ IDEA;PyCharm;Windsurf
IntelliJ IDEA;PyCharm;Windsurf
NA NA
Large Language Model;Pydantic;Google Gemini
Large Language Model;Pydantic;Google Gemini;Ollama;LangGraph;uv
Large Language Model;Pydantic;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;Pop!_OS
MacOS;Ubuntu
Confluence;GitHub;GitLab;Google Workspace;Markdown File;Miro;Notion
Confluence;GitHub;Google Workspace;Linear;Markdown File;Miro;Notion
Confluence;GitHub;Google Workspace;Markdown File;Miro;Notion
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
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;Coding challenges;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Generating content or synthetic data
null
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
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
No, I don't believe in a near future of profesional development doing software with just promts, you need to really understand what is your code doing and why
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation
Multi-platform search enablement;Language processing;MCP servers;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
pgvector;Pinecone
null
Ollama;LangGraph
null
Sentry;Galileo;LangSmith
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
83,585
10
45,738
45,739
I am a developer by profession
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Caring for dependents (children, elderly, etc.);None of the above;Volunteering (regularly);Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours);Attending school (full-time);Attending school (part-time);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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 media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Other (please specify):;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
45,739
45,740
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
Attending school (full-time)
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
17
AI/ML engineer
null
null
null
null
School
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
null
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
8
12
Germany
EUR European Euro
0
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL
HTML/CSS;JavaScript;PHP;Python
HTML/CSS;JavaScript;Python
NA NA
Yes
MySQL
MySQL;Supabase
MySQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Microsoft Azure;npm;Pip;Webpack
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Webpack
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Microsoft Azure;npm;Pip;Webpack
NA NA
Yes
jQuery;Next.js;Node.js;React
Express;jQuery;Next.js;Node.js;React;WordPress
jQuery;Next.js;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Sublime Text;Visual Studio Code
Suck my balls this takes too long! Suck my balls this takes too long!
null
null
null
Suck my balls this takes too long!
Suck my balls this takes too long!
null
null
null
null
null
Suck my balls this takes too long! Suck my balls this takes too long!
null
null
null
Suck my balls this takes too long! Suck my balls this takes too long!
null
null
null
null
Suck my balls this takes too long! Suck my balls this takes too long!
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Direct messaging of users;Job board
Answer a question NA
Yes, somewhat
Rarely, almost never
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
45,740
45,741
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 (less than 10 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
9
Other (please specify):
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to 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
45,741
45,742
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
Engaged in paid work (less than 10 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp
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
45,742
45,743
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
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Other:
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
12
null
Australia
AUD Australian dollar
197,000
Yes
Java;TypeScript
Java;TypeScript
Java;TypeScript
NA NA
Yes
Dynamodb
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Terraform
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Terraform
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Terraform
Bazel, Nix NA
Yes
React
React
React
NA NA
Yes
Cursor;IntelliJ IDEA;Vim;VSCodium
Claude Code;Cursor;IntelliJ IDEA;Neovim;Vim
Cursor;IntelliJ IDEA;Vim
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira;Markdown File;Obsidian;Trello
Markdown File;Obsidian
Markdown File;Obsidian
NA NA
Hacker News;LinkedIn;Medium
Hacker News;LinkedIn;Medium
Hacker News;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Deployment and monitoring;Predictive analytics;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;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, not yet. The quality of vibe coded software isn't fit for production in my experience/opinion. It may become part of my normal routine soon if improvements are made.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Architecture, debugging, evaluating different solutions
128,068
6
45,743
45,744
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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);Blogs or podcasts
32
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Other:
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
17
6
Romania
RON Romanian leu
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
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
45,744
45,745
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,745
45,746
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
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
1
Other (please specify):
null
null
null
null
Personal Project
null
null
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Nigeria
USD United States dollar
null
Yes
null
null
null
no yes
null
Microsoft Access
Cosmos DB;Databricks SQL;Datomic;Elasticsearch;Firebase Realtime Database;IBM DB2;InfluxDB;MariaDB;Microsoft SQL Server;MySQL;Oracle;Clickhouse;Pocketbase;Valkey
null
no yes
Yes
Google Cloud
Make;Maven (build tool);MSBuild;New Relic;Ninja;npm;NuGet;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
null
Yes yes
null
null
null
null
no yes
Yes
null
null
null
yes yes
null
null
null
yes
yes
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS
Ubuntu;Debian;Arch;iPadOS;Fedora;Pop!_OS;NixOS
GitHub;GitLab
Lucid (includes Lucidchart);Markdown File;Monday.com
null
yes yes
GitHub (public projects, not private repos)
Dev.to;LinkedIn;Company-sponsored forums
null
yes yes
null
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Cohere: Command A;Mistral AI models;Reka (Flash 3 or other Reka models)
null
yes yes
Yes
A few times per month or weekly
Less than one year
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Predictive analytics
Project planning;Deployment and monitoring
Debugging or fixing code;Testing code;Generating content or synthetic data
Documenting code;Committing and reviewing code
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
It’s hard to understand how or why the code works
I don't lnow
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 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
Understating a codebase
null
null
45,746
45,747
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
11
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Remote
No
null
null
null
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
45,747
45,748
I am a developer by profession
35-44 years old
null
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
8
Developer, back-end
500 to 999 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
Availability of better alternatives NA
Retail and Consumer Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
null
Sweden
SEK Swedish krona
700,000
Yes
Bash/Shell (all shells);C#;Java;JavaScript;Perl;SQL;TypeScript
Elixir;Erlang
null
NA NA
Yes
BigQuery;PostgreSQL
null
null
NA NA
Yes
Google Cloud;Maven (build tool)
null
null
NA NA
Yes
Node.js;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
MacOS;iOS
GitHub;Jira
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
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
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
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 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
Understanding business requirements for my particular company. Writing readable and maintainable code.
73,375
null
45,748
45,749
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
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;Books / Physical media
17
Cloud infrastructure engineer
5,000 to 9,999 employees
People manager
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
I'm not sure
I have neither consider or transitioned into a new career or industry
5
6
China
CNY Chinese Yuan Renminbi
90
Yes
Bash/Shell (all shells);Java;Python;Rust
Bash/Shell (all shells);Java;Python;Rust
Bash/Shell (all shells);Java;Python;Rust
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;RustRover
Claude Code;IntelliJ IDEA;RustRover
IntelliJ IDEA;RustRover
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
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 new concepts or technologies;Other (write in):
null
Project planning;Writing code;Committing and reviewing code;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring;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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
architect
13
null
45,749
45,750
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
36
Engineering manager
500 to 999 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
45,750
45,751
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
28
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
Ethical concerns NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
3
2
Canada
CAD Canadian dollar
10,900
Yes
HTML/CSS;JavaScript;PHP;PowerShell;SQL
HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
HTML/CSS;JavaScript;PHP;PowerShell;SQL
NA NA
Yes
MariaDB;Microsoft Access;MySQL
MariaDB;Microsoft Access;MySQL
MariaDB;Microsoft Access;MySQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Node.js
jQuery;Node.js
jQuery;Node.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS
Windows;MacOS;iOS;Linux (non-WSL)
Coda;GitHub;Notion;Trello
Coda;GitHub;Notion
Coda;GitHub;Notion
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
null
Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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
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
Translating people needs into software. Humanization
7,952
10
45,751
45,752
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
6
Developer, full-stack
null
null
null
null
Work
Connected to an open-source project NA
Prohibitive pricing NA
null
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
3
India
INR Indian rupee
300,000
Yes
HTML/CSS;Java;JavaScript;SQL
null
null
NA NA
Yes
MongoDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
AngularJS;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
Windows
GitHub
null
null
NA NA
Stack Overflow;Reddit;YouTube;Medium
Hashnode
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Videos
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
Project planning;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code
null
Predictive analytics;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
No , it isn't
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
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 spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT
null
When I’m stuck and can’t explain the problem
Each skill is valuable , but looking 3-5 years down the line , i think React and node would still be valuable even as AI tools become more capable
3,487
3
45,752
45,753
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts;Books / Physical media
5
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
35,000
Yes
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;SQL
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;npm
null
null
NA NA
Yes
Phoenix
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Android
Ubuntu
GitHub;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;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
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Logic games/puzzles;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
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Search for answers;Learning new concepts or technologies
null
Deployment and monitoring
Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
Yes very much
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Project architecture, front end design decisions
35,000
8
45,753
45,754
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)
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);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Books / Physical media
10
Developer, desktop or enterprise applications
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Customizable and manageable codebase NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Philippines
USD United States dollar
50,000
Yes
C#;C++;Java;Kotlin;TypeScript
C;C#;C++;F#;Go
C#;C++
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;NuGet;Yarn
Amazon Web Services (AWS);Google Cloud;npm;NuGet
Amazon Web Services (AWS);npm;NuGet
NA NA
Yes
NestJS;Next.js;Node.js;React
ASP.NET Core;NestJS;React
NestJS;React
NA NA
Yes
Rider;Vim;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Code Lion Code Lion
c++23;Google Gemini
.NET 8 or higher;c++23;Google Gemini
c++23;Google Gemini
null
null
Windows;Linux (non-WSL)
Windows
GitHub;GitLab
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards
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 daily
Favorable
Highly distrust
Bad at handling complex tasks
Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring
Project planning;Debugging or fixing code;Predictive analytics;Search for answers
Learning about a codebase;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes for mundane tasks.
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Language processing
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Critical Thinking, Business Development, Software Architecture
50,000
10
45,754
45,755
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
45
Developer, desktop or enterprise applications
null
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
1
1
Japan
JPY Japanese yen
null
Yes
Bash/Shell (all shells);C;C++;Groovy;Java;MATLAB;MicroPython;Python;SQL
null
null
NA NA
Yes
Oracle
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
Ubuntu;Debian
Windows
GitHub
null
null
NA NA
GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
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
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;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
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
null
45,755
45,756
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
13
Developer, back-end
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Energy
Control over the level of quality in projects NA
No
I have transitioned into a new career and/or industry involuntarily
3
3
Poland
PLN Polish zloty
328,680
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Rust;TypeScript
Python;Rust
Python;Rust
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
Firebase Firestore Firebase Firestore
Yes
Cargo;Docker;Firebase;Google Cloud;Microsoft Azure;npm;Pip;Poetry
Cargo;Docker;Firebase;Google Cloud
Cargo;Docker;Firebase;Google Cloud
uv uv
Yes
FastAPI;Vue.js
FastAPI;Vue.js
FastAPI;Vue.js
NA NA
Yes
PyCharm;Sublime Text;Visual Studio Code
PyCharm;Sublime Text;Visual Studio Code
PyCharm;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);ChromeOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);ChromeOS
Azure Devops;Clickup;Confluence;GitHub;Jira;Miro;Obsidian
Clickup;GitHub;Obsidian
Clickup;GitHub;Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
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
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
Other (write in):
null
Other (write in):
No.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.
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 compare different solutions;When I’m stuck and can’t explain the problem
Taking the lead and responsibility for the outcomes of the AI tools.
89,697
6
45,756
45,757
I used to be a developer by profession, but no longer am
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
2
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
No
I have transitioned into a new career and/or industry involuntarily
null
null
Egypt
EGP Egyptian pound
null
Yes
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
null
null
null
NA NA
Yes
jQuery;Next.js;React
ASP.NET;ASP.NET Core;jQuery;Next.js;React
jQuery;Next.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android
Windows;Android
GitHub;GitLab;Notion
GitHub;GitLab;Notion
GitHub;GitLab;Notion
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
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Less than one year
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming
null
null
null
Software engineering;Business process automation;Marketing;Robotics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,757
45,758
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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)
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;Online Courses or Certification (includes all media types)
20
Cybersecurity or InfoSec professional
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
5
New Zealand
NZD New Zealand dollar
null
Yes
HTML/CSS;JavaScript;Python;Ruby
HTML/CSS;JavaScript;Python;Ruby
HTML/CSS;JavaScript;Python;Ruby
NA NA
Yes
Elasticsearch;PostgreSQL;Snowflake
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Pip;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew
RubyGems RubyGems
Yes
Ruby on Rails;Vue.js
Ruby on Rails
Ruby on Rails
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
GitLab Duo GitLab Duo
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS;iOS
MacOS
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
GitLab Duo GitLab Duo
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Debugging or fixing code;Search for answers
Debugging AI-generated code is more time-consuming
Yes, based on that definition. But only a part.
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
Critical thinking. Deep knowledge of languages & frameworks, to validate LLM answers. Security
null
8
45,758
45,759
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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;School (i.e., University, College, etc)
14
Developer, full-stack
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Easy-to-use API NA
Lack of or sub-par API NA
Government
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
15
10
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);C#;C++;JavaScript;MATLAB;Python
Bash/Shell (all shells);C#;C++;JavaScript;Python
Bash/Shell (all shells);C#;C++;JavaScript;Python
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Make;Ninja;npm;Pip;Podman
Docker;Make;Ninja;npm;Pip;Podman
Docker;Make;Ninja;npm;Pip;Podman
conan NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;Doxygen;GitHub;GitLab;Jira;Miro
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Comment on Q&A posts to reminisce, old habit from before AI
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data
Testing code;Committing and reviewing code;Deployment and monitoring
null
null
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Other (write in):
No, AI is a tool not a replacement for good software development
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 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 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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
copilot, vscode, claude
null
vscode, claude, sonnet, copilot
null
copilot
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
software development, problem solving, new experimentation, expertise, hardware integration, peripherals, edge cases, integration, testing. Good engineering practices. Project Management
125,000
2
45,759
45,760
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);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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
10
Developer, embedded applications or devices
5,000 to 9,999 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
Security or privacy concerns NA
Internet, Telecomm or Information Services
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
4
United States of America
USD United States dollar
295,000
Yes
Assembly;Bash/Shell (all shells);C;C++;MATLAB;Python;Rust;TypeScript
C++;OCaml;Python;Rust;TypeScript
C++;Python;Rust;TypeScript
NA NA
Yes
PostgreSQL;Redis
null
null
SparkSQL SparkSQL
Yes
Cargo;Google Cloud;Ninja;Pip;Poetry;Vercel;Vite;Webpack;Yarn
Cargo;Google Cloud;Kubernetes;Poetry
Cargo;Google Cloud;Poetry
NA NA
Yes
Django;Next.js;Node.js;React
Django;Next.js
Django;Next.js
NA NA
Yes
Sublime Text;Vim;Visual Studio Code;VSCodium;Windsurf
Sublime Text;Vim;Visual Studio Code;VSCodium;Windsurf
Sublime Text;Vim;Visual Studio Code;VSCodium;Windsurf
NA NA
Tailwind CSS 4;uv
Polars;uv
uv
null
null
MacOS
MacOS
Confluence;GitHub;Jira
GitLab
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Direct messaging of users;Chat (bot/AI)
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
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.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;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
Design and architecture skills will be valuable
295,000
8
45,760
45,761
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
15
Senior executive (C-suite, VP, etc.)
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
Work
Reliability and low latency Extensible by integrations
Security or privacy concerns Closed source and or no integrations
Computer Systems Design and Services
null
No
I have neither consider or transitioned into a new career or industry
20
3
United States of America
USD United States dollar
225,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL
Cosmos DB;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Snowflake
Cosmos DB;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL
NA Vector Databases
Yes
Amazon Web Services (AWS);Docker;Homebrew;Microsoft Azure;npm;Pip;pnpm;Vercel
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;pnpm;Splunk;Terraform;Vercel
Amazon Web Services (AWS);Docker;Homebrew;Microsoft Azure;npm;Pip;pnpm;Vercel
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
Payload CMS Payload CMS
Yes
PyCharm;Sublime Text;Visual Studio Code
Claude Code;Cursor;PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama
Tailwind CSS 4;Google Gemini;Ollama
null
null
Windows;MacOS
Windows;MacOS;Ubuntu
Asana;Confluence;GitHub;GitLab;Google Workspace;Jira
Confluence;GitHub;GitLab;Google Workspace;Jira
Confluence;GitHub;GitLab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Purpose built models on Huggingface Purpose built models on Huggingface
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
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 daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code
Writing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Generally no, I will use AI to help scaffold new features or evaluate technical design and architecture but most development is purpose driven without just feeling the vibes. I do use it for scaffolding new React components.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
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
Secure coding practices, automated deployments for regulated systems, infrastructure as code, system architecture, automated testing, evaluating new open source technologies, automated testing, work planning.
225,000
null
45,761
45,762
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)
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
25
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
324,000
Yes
HTML/CSS;PHP;SQL
PHP
PHP
NA NA
Yes
Elasticsearch;MariaDB;MySQL;Redis;Snowflake;SQLite
Elasticsearch
Elasticsearch
NA NA
Yes
Amazon Web Services (AWS);Firebase;Google Cloud;Vercel
null
null
NA NA
Yes
jQuery;Laravel;React;Symfony;WordPress
Laravel;Symfony
Laravel;Symfony
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Jira;Markdown File;Notion;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Other (write in):
Oh hell no!
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
IT operations
Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
58,980
10
45,762
45,763
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);Attending school (part-time)
10
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
2
Other (please specify):
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
4
6
Philippines
PHP Philippine peso
300,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);C++;JavaScript;Kotlin;MATLAB;PHP;Python;R;Rust;Scala
Bash/Shell (all shells);Python
NA NA
Yes
MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
null
null
null
NA NA
Yes
Flask
Django;Flask
Flask
NA NA
Yes
Jupyter Notebook/JupyterLab
Android Studio;PyCharm;Vim;Visual Studio Code
null
NA NA
Large Language Model;Google Gemini
Large Language Model;RAG;Google Gemini;Ollama
Large Language Model;Google Gemini
null
null
Ubuntu;ChromeOS
ChromeOS
GitHub
GitHub;Jira;Lucid (includes Lucidchart)
GitHub
NA NA
GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
No
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Direct messaging of users;Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
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;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite
yes, it's how i flesh out ideas and play around with new concepts. i go down to serious coding once i vibe coded enough to understand what i'm supposed to do.
Yes, I use AI agents at work weekly
Yes, somewhat
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
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
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
creativity, originality, empathy
5,268
null
45,763
45,764
I code primarily as a hobby
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Transitioning to retirement (gradually reducing work hours)
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
7
Architect, software or solutions
null
null
null
null
Personal Project
Good brand and public image NA
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
5
2
Mexico
MXN Mexican peso
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL
null
null
NA NA
Yes
BigQuery;PostgreSQL
null
null
NA NA
Yes
Docker;Google Cloud;Kubernetes;Terraform
null
null
NA NA
Yes
Drupal;Node.js;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
null
GitHub;Trello
null
null
NA NA
Stack Overflow;Discord;Kaggle;YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No yet.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I 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 quick help troubleshooting
Creativity, innovation, Ethics.
null
null
45,764
45,765
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;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)
3
Other (please specify):
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to 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
45,765
45,766
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp
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;Online Courses or Certification (includes all media types);Blogs or podcasts
9
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,766
45,767
I work with developers or my work supports developers but am not a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
Stack Overflow or Stack Exchange;Books / Physical media
35
Applied scientist
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of or sub-par API NA
Internet, Telecomm or Information Services
null
Yes
I have transitioned into a new career and/or industry voluntarily
3
10
Chile
USD United States dollar
75,000
Yes
C;C++;Fortran;PowerShell;Python
null
null
PARI, Mathematica, Maple PARI, Wolfram Mathematica
No
null
null
null
NA NA
Yes
Cloudflare;IBM Cloud
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;Large Language Model;Microsoft Fabric;Google Gemini
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
Windows;MacOS
Azure Devops;GitHub;Stack Overflow for Teams
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
X Grok models
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per week
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations;Data and analytics
Personalized agent creation
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;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
GitHub MCP Server;ChromaDB
null
AutoGen (Microsoft);IBM watsonx.ai;Llama Index;Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
QUALITY CODING
75,000
null
45,767
45,768
I used to be a developer by profession, but no longer am
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
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
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
45,768
45,769
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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Good brand and public image NA
Availability of better alternatives NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
7
2
Brazil
BRL Brazilian real
635,227
Yes
Bash/Shell (all shells);Go;Java;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
NA NA
Yes
Dynamodb;PostgreSQL;Amazon Redshift
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
StarRocks StarRocks
Yes
Amazon Web Services (AWS);Datadog;Docker;Heroku;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Pip;Terraform
NA NA
Yes
Spring Boot
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;MacOS;iOS
MacOS
Asana;Confluence;GitHub;Jira;Markdown File;Wikis
Asana;Confluence;GitHub;Jira;Markdown File;Wikis
Asana;Confluence;GitHub;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Testing code
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Multi-platform search enablement
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
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.
AI agents have improved collaboration within my team.
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
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
Problem solving, system design, software architecture, data structures and algorithms
115,635
10
45,769
45,770
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.)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
Online Courses or Certification (includes all media types)
23
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Good brand and public image NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Recognition from leadership for your work NA
No
I have strongly considered changing my career and/or the industry I work in
1
1
India
INR Indian rupee
null
Yes
C++;Python
Rust
null
NA NA
Yes
PostgreSQL;Clickhouse
null
null
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Make
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
c++23
null
null
null
null
MacOS;Ubuntu
null
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people)
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than 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;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Project planning;Writing code;Deployment and monitoring
Generating content or synthetic data;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have 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
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to compare different solutions;When I need quick help troubleshooting
null
null
7
45,770
45,771
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.)
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);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
10
DevOps engineer or professional
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable 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
20
100
Australia
AUD Australian dollar
155,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;PHP;SQL;TypeScript
null
null
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Composer;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Prometheus;Terraform;Yarn
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);iPadOS
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Wikis
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Committing and reviewing code;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Testing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Customer service support
null
AI agents have helped me automate repetitive tasks.
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 helped me solve complex problems more effectively.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ability to ACTUALLY understand the requirements of software and systems; able to use freewill to decide the correct way to implement solutions.
100,765
6
45,771
45,772
I am learning to code
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
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)
5
Developer, embedded applications or devices
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
Customizable and manageable codebase NA
Security or privacy concerns NA
Government
null
No
I have transitioned into a new career and/or industry voluntarily
5
3
Canada
CAD Canadian dollar
null
Yes
Ada;Assembly;C;C++;Elixir;GDScript;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;Ruby;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C#;COBOL;Dart;Delphi;Erlang;F#;Fortran;Go;Groovy;Java;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;Prolog;R;Rust;Scala;Swift;VBA;Zig;Mojo;Gleam
null
NA NA
null
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;H2;MySQL;Oracle;Snowflake
BigQuery;Cloud Firestore;Cosmos DB;Databricks SQL;Firebase Realtime Database;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
BigQuery;Cloud Firestore;Cosmos DB;Databricks SQL;MySQL;Oracle;Snowflake
NA NA
null
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Firebase;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;pnpm;Terraform;Webpack;Yandex Cloud;Yarn
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Digital Ocean;Firebase;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;pnpm;Terraform;Webpack;Yandex Cloud;Yarn
NA NA
Yes
Angular;ASP.NET;Blazor;Drupal;FastAPI;jQuery;Node.js;Phoenix;Vue.js;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;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
Angular;ASP.NET;Blazor;Drupal;FastAPI;jQuery;Node.js;Phoenix;Vue.js;WordPress
NA NA
Yes
Android Studio;Bolt;Eclipse;IntelliJ IDEA;Nano;Notepad++;PhpStorm;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Android Studio;Bolt;Eclipse;IntelliJ IDEA;Nano;Notepad++;PhpStorm;Vim;Visual Studio;Visual Studio Code;WebStorm;Xcode
NA NA
Odoo;SwiftData;Google Gemini;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
Odoo;SwiftData;Google Gemini;LangGraph
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Arch;Red Hat;Fedora;ChromeOS;NixOS
Asana;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Microsoft Planner;Monday.com;Obsidian;Stack Overflow for Teams;Trello;Wikis
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Asana;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Microsoft Planner;Monday.com;Obsidian;Stack Overflow for Teams;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
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;Discord;Reddit;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
null
Cohere: Command A;Gemini (Flash general purpose 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;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);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;Reka (Flash 3 or other Reka models);X Grok models
Cohere: Command A;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Other (write in):
Deployment and monitoring
Testing code;Committing and reviewing code;Search for answers
null
I haven’t encountered any problems
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,772
45,773
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
40
Developer, mobile
20 to 99 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
null
United States of America
USD United States dollar
220,000
Yes
JavaScript;Kotlin;Swift;TypeScript
Go;Kotlin;Python;Rust;Swift;TypeScript
Kotlin;Swift;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Testing code
null
I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;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
null
220,000
7
45,773
45,774
I am learning to code
25-34 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
45,774
45,775
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
I prefer not to say
null
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
24
Developer, desktop or enterprise applications
null
null
null
null
Work
null
null
null
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
100
100
Bulgaria
EUR European Euro
5,000
Yes
C;C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Firebase Realtime Database;H2;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Heroku;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;Pip;Poetry;Railway;Yarn
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;FastAPI;Flask;jQuery;Node.js;React;Spring Boot
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
SwiftData;Amazon Bedrock
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Red Hat;Fedora;ChromeOS
null
Azure Devops;Confluence;GitHub;GitLab;Jira;Stack Overflow for Teams;Wikis;YouTrack
null
null
NA NA
Stack Overflow;Discord;Reddit;Slack (public channels, not work);YouTube;LinkedIn
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 3 and 5 years
I have never participated in Q&A on Stack Overflow
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)
Bookmark posts to look at later NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works;I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
Redis;Qdrant;ChromaDB
null
Vertex AI
null
Sentry;Galileo;New Relic;opik;Snyk;Adversarial Robustness Toolbox (ART);Langfuse;Wiz;Protect AI;Vectra AI;arize;helicone
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT;Devin AI;Glean (Enterprise Agents);Roo code (Roo-Cline);Tabnine;Replit;v0.dev;Perplexity;Bolt.new;Blackbox AI;Amazon Codewhisperer;Lovable.dev;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;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
null
5,801
6
45,775
45,776
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
13
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
5
Brazil
BRL Brazilian real
250,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL
null
null
NA NA
Yes
Ansible;Docker;Kubernetes;Pip;Podman
null
null
NA NA
Yes
FastAPI;Node.js
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
Windows;Ubuntu
GitLab;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);X Grok models
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Learning about a codebase;Writing code
Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Business process automation;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
IBM watsonx.ai
null
Grafana + Prometheus
null
Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices
Software engineer
45,509
10
45,776
45,777
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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
45,777
45,778
I code primarily as a hobby
18-24 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
45,778
45,779
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 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
AI CodeGen tools or AI-enabled apps
null
Developer, front-end
Less than 20 employees
null
null
No
School
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Healthcare
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
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
5
45,779
45,780
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Student
null
null
null
null
School
Reliability and low latency NA
Other (please specify): AI integration or AI Agent capabilities
null
null
No
I have neither consider or transitioned into a new career or industry
2
1
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;GDScript;HTML/CSS;Python
Bash/Shell (all shells);C;C++;GDScript;Python;Rust
Bash/Shell (all shells);C;C++;GDScript;Python
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;GitLab
null
null
Codeberg Codeberg
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly;Other (write in):
No, it's plain garbage.
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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Logical thinking, being human. Can you stop asking me about AI. Will this even be read by a human?
null
null
45,780
45,781
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)
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
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);Blogs or podcasts
3
Student
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Good brand and public image NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
15
5
India
INR Indian rupee
4,600,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Java;Python
Bash/Shell (all shells);Java;Python
NA NA
Yes
Cassandra;Cloud Firestore;Dynamodb;MariaDB;MongoDB;MySQL;Oracle;PostgreSQL
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
NA NA
null
Docker;Firebase;Maven (build tool);npm;Pip
Docker;Firebase;Maven (build tool);npm;Pip
Docker;Firebase;Maven (build tool);npm;Pip
NA NA
Yes
Django;Express;Flask;NestJS;Next.js;Node.js;React;Vue.js
Express;Flask;NestJS;Next.js;Node.js;React
Express;Flask;NestJS;Next.js;Node.js;React
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio;Visual Studio Code;WebStorm;Windsurf
IntelliJ IDEA;PyCharm;WebStorm
IntelliJ IDEA;PyCharm;WebStorm
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;iOS
MacOS
GitHub;GitLab;Google Colab;Google Workspace;Miro
GitHub;GitLab;Miro
GitHub;GitLab;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;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
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 1 and 3 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
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Project planning
Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Testing code;Committing and reviewing code;Learning new concepts or technologies
Writing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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;When I need quick help troubleshooting
Debugging, critical thinking, fast understanding
53,470
7
45,781
45,782
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
12
Cybersecurity or InfoSec professional
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Poor usability NA
Computer Systems Design and Services
null
No
I have neither consider or transitioned into a new career or industry
14
6
United States of America
USD United States dollar
350,000
Yes
Assembly;Bash/Shell (all shells);C;Go;PowerShell;Python;Rust
Assembly;C;Go;Python;Rust;Zig
Assembly;C;Go;Python;Rust
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;SQLite
Elasticsearch;PostgreSQL;SQLite
Elasticsearch;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;Make;Pip
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;Make;Pip
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;Make;Pip
NA NA
Yes
Django
Django;Axum
Django
NA NA
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
Emacs Emacs
null
null
null
null
null
Windows;MacOS;iOS;Debian
Windows;MacOS;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
Emacs Org Mode Emacs Org Mode
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);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 daily
Favorable
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
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
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 want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Basic and complex troubleshooting. Low level debugging. Reading documentation. Understanding code. Planning. Communicating.
350,000
null
45,782
45,783
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
None of the above
21
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);Videos (not associated with specific online course or certification)
25
Developer, full-stack
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,783
45,784
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
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);Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
26
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
20
5
United States of America
USD United States dollar
null
Yes
HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Go
null
NA NA
Yes
Microsoft SQL Server;MongoDB;Redis
Neo4J;Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;MSBuild;npm;NuGet;Webpack
Terraform;Vite
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;React
Svelte;Vue.js
null
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Claude Code
null
NA NA
null
null
null
null
null
Windows;MacOS
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Markdown File
null
null
NA NA
Dev.to;GitHub (public projects, not private repos);X;LinkedIn;Medium
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
Long-form articles;Videos;Coding challenges
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
null
Writing code
Project planning;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
Snyk
null
Tabnine
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
Soft skills like communication, collaboration, and effective speaking
null
6
45,784
45,785
I am not primarily a developer, but I write code sometimes as part of my work/studies
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)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
15
Developer, full-stack
1,000 to 4,999 employees
People manager
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
2
2
Colombia
COP Colombian peso
null
Yes
Dart;JavaScript
Dart;JavaScript;Python
Dart;JavaScript
NA NA
Yes
Cloud Firestore
Cloud Firestore
Cloud Firestore
NA NA
Yes
Google Cloud;npm
Google Cloud;npm
Google Cloud;npm
NA NA
Yes
Node.js
Node.js
Node.js
Flutter Flutter
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
Windows;Android
GitHub;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning 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 week
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Bookmark posts to look at later NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
null
null
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no, solo organizo el proyecto en tareas pequeñas las cuales resuelvo desde mis propios planteamientos y me apoyo en la IA para la generación de ese codigo
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Data and analytics
Language processing;MCP servers
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 helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
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
Neo4j
null
Vertex AI
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity
null
When I’m stuck and can’t explain the problem;Other (please specify):
creatividad, flexibilidad, macrodesarrollo
null
null
45,785
45,786
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
5
Student
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
null
8
Australia
AUD Australian dollar
null
Yes
C#;C++;F#;HTML/CSS;TypeScript
C#;C++;HTML/CSS
C#;C++;HTML/CSS
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET Core;Blazor;Svelte
ASP.NET Core;Blazor;Svelte
ASP.NET Core;Blazor;Svelte
NA NA
Yes
Neovim;Rider;WebStorm
Neovim;Rider;WebStorm
Neovim;Rider;WebStorm
CLion NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Android
GitHub;YouTrack
GitHub
GitHub
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 3 and 5 years
Less than once every 2 - 3 months
null
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
Favorable
Somewhat distrust
Bad at handling complex tasks
Documenting code;Search for answers;Creating or maintaining documentation
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Testing code
null
Debugging AI-generated code is more time-consuming;Other (write in):
No.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;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
AI Assistant in JetBrains IDEs
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
Complex problem solving & codebase understanding
null
null
45,786
45,787
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., 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
45,787
45,788
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.)
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
16
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
10
10
Australia
AUD Australian dollar
200,000
Yes
Elixir;HTML/CSS;Java;JavaScript;Kotlin;Rust;SQL;TypeScript
JavaScript;Kotlin;Rust;TypeScript
JavaScript;Kotlin;Rust;TypeScript
NA NA
Yes
Dynamodb;InfluxDB;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Composer;Docker;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Netlify;npm;Pip;pnpm;Podman;Splunk;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Docker;Homebrew;Kubernetes;Podman;Terraform;Vite
Amazon Web Services (AWS);Bun;Cargo;Docker;Homebrew;Kubernetes;Podman;Terraform;Vite
NA NA
Yes
Angular;AngularJS;Deno;Express;Next.js;Node.js;Phoenix;React
Angular;Svelte
Angular
NA NA
Yes
Android Studio;Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Visual Studio Code;Zed
Claude Code;Cursor;Visual Studio Code;Zed
Claude Code;Cursor;Visual Studio Code;Zed
NA NA
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;Ollama
null
null
Windows;Android
MacOS;Android;Windows Subsystem for Linux (WSL)
Asana;Confluence;GitHub;Jira;Linear;Miro;Notion;Obsidian;Trello
Confluence;GitHub;Jira;Linear;Obsidian
Confluence;GitHub;Jira;Linear;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Committing and reviewing code
Documenting code;Testing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Not allowed due to company policy.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;MCP servers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
130,019
5
45,788
45,789
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-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
45,789
45,790
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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
5
Student
Less than 20 employees
Individual contributor
In-person
No
School
Costs are manageable NA
Prohibitive pricing NA
null
null
No
null
2
5
United States of America
USD United States dollar
0
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL
C#;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Gradle;npm;Pip;Vercel;Vite;Webpack
Docker;Gradle
Docker;Gradle
NA NA
Yes
Django;Express;FastAPI;Flask;React;Svelte
React
React
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Rider;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;Rider;RustRover;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;Rider;WebStorm
DataGrip DataGrip
null
null
null
null
null
Windows;Debian;Fedora
null
null
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
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;Creating or maintaining documentation
Project planning;Documenting code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No and I find it silly
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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 need help fixing complex or unfamiliar code
null
null
null
45,790
45,791
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
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
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Government
null
No
I have somewhat considered changing my career and/or the industry I work in
5
0
Philippines
PHP Philippine peso
228,000
Yes
HTML/CSS;JavaScript;Python;SQL
JavaScript
JavaScript
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Redis;SQLite
Redis;SQLite
NA NA
Yes
APT;Composer;Docker;npm;Pip
APT;Composer;Docker;Firebase;Heroku;Kubernetes;Microsoft Azure;npm;Pip;Prometheus
APT;Composer;Docker;npm;Pip
NA NA
Yes
Django
jQuery;Laravel;Node.js;React
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Ollama
Ollama
Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers
null
Project planning;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging or fixing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Vibe coding is now BECOMING part of the professional development not just for me in my observation, but before AI tools became popular, I rely on Internet searches and ofcourse Stack Overflow for answers. Now, I am more on 65% AI tools and 35% Internet Search.
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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
"The understanding of the fundamentals and basics of programming, the software development life cycle and the software analysis and design" - for me, this is very valuable skill to have.
4,003
null
45,791
45,792
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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)
10
DevOps engineer or professional
10,000 or more employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
12
10
Peru
PEN Peruvian sol
50,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Assembly;C;C#;C++;Go;Kotlin;Ruby;Rust;Swift
null
NA NA
Yes
Cosmos DB;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Cassandra;Cloud Firestore;Databricks SQL;Elasticsearch;Oracle;SQLite
null
NA NA
Yes
Ansible;Digital Ocean;Docker;Google Cloud;Microsoft Azure;npm
Amazon Web Services (AWS);Firebase;Kubernetes;Prometheus;Terraform
null
NA NA
Yes
ASP.NET;ASP.NET Core;Express;Node.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Express;Node.js
ASP.NET;ASP.NET Core;Express;Node.js
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;iOS
Windows;Android;iOS
Confluence;GitHub;Jira;Markdown File;Miro;Notion
Azure Devops;GitHub;Jira;Markdown File;Miro;Notion
GitHub;Jira;Markdown File;Miro;Notion
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Coding challenges;Chat (bot/AI)
Comment on Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
I haven’t encountered any problems
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
13,931
null
45,792
45,793
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
15
Developer, back-end
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
15
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
140,000
Yes
Bash/Shell (all shells);C++;Go;Rust
Rust
Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker
Cargo
Cargo
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Debian
MacOS;Debian
Confluence
Confluence
Confluence
NA NA
Stack Overflow;Slack (public channels, not work)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Neither good or 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;Other (write in):
null
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
being human, software is art.
190,598
8
45,793
45,794
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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 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);Online Courses or Certification (includes all media types)
9
AI/ML engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
15
5
India
INR Indian rupee
1,600,000
Yes
Bash/Shell (all shells);HTML/CSS;PHP;PowerShell;Python;SQL
Go;Rust;Scala
null
NA NA
Yes
BigQuery;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Cassandra;Databricks SQL;Dynamodb;Elasticsearch;MongoDB;Redis;Snowflake;Clickhouse;Cockroachdb;Amazon Redshift
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Pip
Ansible;Datadog;Docker;Firebase;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;New Relic;npm;Prometheus;Terraform
null
NA NA
Yes
FastAPI;WordPress
FastAPI;React
FastAPI
NA NA
Yes
Sublime Text;Visual Studio Code
Claude Code;Cline and/or Roo;Cursor;Sublime Text;Visual Studio Code;Windsurf
Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows
GitHub;Google Colab
Azure Devops;GitHub;Google Colab
GitHub;Google Colab
NA NA
Discord;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Discord;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I think it will become part of every developer soon.
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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
Creative and critical thinking
18,598
8
45,794
45,795
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
44
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
null
null
null
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
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
Yes
Infrequently, less than once per year
Between 10 and 15 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
45,795
45,796
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
43
Architect, software or solutions
10,000 or more employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
5
1
Australia
AUD Australian dollar
260,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript;VBA
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft Access;MySQL;Redis;SQLite
MariaDB;Microsoft Access;MySQL;Redis;SQLite
MariaDB;Microsoft Access;MySQL;Redis;SQLite
Couchdb NA
No
null
null
null
NA NA
Yes
Laravel;Svelte;Vue.js
Laravel;Svelte;Vue.js
Laravel;Svelte;Vue.js
NA NA
Yes
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
Vi Vi
null
null
null
null
null
Ubuntu;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
Azure Devops;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Writing code;Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;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;It’s hard to understand how or why the code works
Yes sadly
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving, communication, working in teams
169,024
null
45,796
45,797
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
5
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Lack of or sub-par API NA
Other:
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
7
4
United States of America
USD United States dollar
78,000
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
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase
Project planning;Deployment and monitoring;Predictive analytics
Writing code;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
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.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
78,000
6
45,797
45,798
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
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);Colleague or on-the-job training
13
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Other (please specify): security
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
2
Australia
AUD Australian dollar
149,000
Yes
Bash/Shell (all shells);Java;Python
null
null
NA NA
Yes
Dynamodb
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Make;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;Pydantic;Google Gemini
null
null
null
null
MacOS
null
Confluence;GitHub;Miro;Trello
null
null
NA NA
Stack Overflow;Reddit
null
null
NA NA
No
null
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
Long-form articles
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Documenting code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
using an ai code chat to help while coding is part of my day-to-day but 'vibe coding' as a whole is not part of what i do
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding broader contexts of large systems, not just single codebases. Keeping on top of new developments in the industry.
96,864
9
45,798
45,799
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
9
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
Costs are manageable NA
Security or privacy concerns NA
Healthcare
Recognition from leadership for your work NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Australia
AUD Australian dollar
170,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Cloudflare;Datadog;Docker;Firebase;Homebrew;Kubernetes;New Relic;npm;pnpm;Splunk;Vite;Webpack;Yarn
null
null
devbox NA
Yes
jQuery;Next.js;Node.js;React;Ruby on Rails
WordPress
null
NA NA
Yes
Vim;Visual Studio Code;Xcode
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS;iOS
null
Confluence;GitHub;GitLab;Jira;Miro;Notion;YouTrack
null
null
NA zenhub
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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.
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
Infra and architecture problems. Understanding customer problems
110,516
8
45,799
45,800
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
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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
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null
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