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12,901
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.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types)
16
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Ethical concerns NA
Higher Education
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
12
6
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
NA NA
Yes
Cosmos DB;Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Cosmos DB;Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
Cosmos DB;Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Vite;Webpack
Amazon Web Services (AWS);Cargo;Chocolatey;Docker;Homebrew;Make;Microsoft Azure;npm;NuGet;Pip;pnpm;Poetry;Terraform;Vite
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Vite
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Astro;Django;Node.js;React;WordPress
AngularJS;ASP.NET Core;Django;Node.js;React;WordPress
AngularJS;ASP.NET Core;Django;Node.js;React;WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Xcode
Claude Code;Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Xcode
Jupyter Notebook/JupyterLab;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Xcode
NA NA
.NET 8 or higher;Large Language Model;RAG
.NET 8 or higher;c++23;Tailwind CSS 4;Large Language Model;Pydantic;RAG;LangGraph
.NET 8 or higher;Large Language Model;RAG
null
null
MacOS;iOS;iPadOS
Windows;MacOS;Linux (non-WSL)
Azure Devops;GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos
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
Debugging or fixing code;Committing and reviewing code;Search for answers
Learning about a codebase;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics;Cybersecurity
null
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.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
Microsoft Semantic Kernel
Semantic Kernel;LangChain
null
Snyk
null
Claude Code;Microsoft Copilot
null
Other (please specify):
Most of the dev skills will still remain valuable.
null
8
12,901
12,902
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
33
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Availability of better alternatives NA
Transportation, or Supply Chain
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Spain
EUR European Euro
100,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
Unix shell scripting NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Vite;Webpack
Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Vite;Webpack
Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Vite;Webpack
NA NA
Yes
ASP.NET Core;Blazor;Node.js;Vue.js
ASP.NET Core;Blazor;Node.js;Vue.js
ASP.NET Core;Blazor;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;hostinger
.NET 8 or higher;hostinger
.NET 8 or higher;hostinger
null
null
Windows;Ubuntu
Windows;Ubuntu
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Debugging and understanding what the code does
116,015
7
12,902
12,903
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
10
Data engineer
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Greece
EUR European Euro
14,000
Yes
Python;VBA
JavaScript
null
NA NA
Yes
Cassandra;MySQL;PostgreSQL
null
null
NA NA
null
Docker
null
null
NA NA
null
null
null
null
NA NA
null
Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Data and analytics
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.
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
ChatGPT
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Problem solving and knowing when to dissect a problem into solvable chunks
16,242
null
12,903
12,904
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;School (i.e., University, College, etc)
16
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
12,904
12,905
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
20
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns 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
null
null
Germany
EUR European Euro
85,000
Yes
HTML/CSS;JavaScript;TypeScript
Java
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Maven (build tool);npm
Amazon Web Services (AWS);Vite
null
NA NA
Yes
Angular
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;iOS
Windows
Confluence;GitHub;GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have 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
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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
null
null
LangChain
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Deeply understanding the code to review the AI work. Write good prompts.
98,612
9
12,905
12,906
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
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
10
Developer, full-stack
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
Work
Reputation for quality NA
Other (please specify): Lack of recent updates
Other:
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
110,000
Yes
HTML/CSS;Java;JavaScript;Python;SQL
HTML/CSS;Java;JavaScript
HTML/CSS;Java;JavaScript
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Snowflake
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Gradle;npm;Prometheus;Vite;Webpack;Yarn
Digital Ocean;Docker;Gradle;npm;Prometheus;Vite;Webpack;Yarn
Digital Ocean;Docker;Gradle;npm;Prometheus;Vite;Webpack;Yarn
NA NA
Yes
Express;jQuery;Next.js;Node.js;React;Spring Boot
Express;Next.js;Node.js;React;Spring Boot
Express;Next.js;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;MacOS;iOS
MacOS
Confluence;GitHub;GitLab;Jira
GitHub;GitLab;Miro
GitHub;GitLab
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, there are too many variables in most of my projects for vibe coding to work effectively
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 accelerated my learning about new technologies or codebases.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.
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
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
Qdrant;pgvector
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
149,756
8
12,906
12,907
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
30
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
45
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Availability of better alternatives NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
6
4
Germany
EUR European Euro
85,000
Yes
C;C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C;C++;HTML/CSS;JavaScript;PHP;TypeScript
C;C++;HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;Vue.js;WordPress
Next.js;Node.js;Nuxt.js;Vue.js;WordPress
Node.js;Vue.js;WordPress
NA NA
null
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Linux (non-WSL);Fedora
Windows;Linux (non-WSL);Fedora
Confluence;Doxygen;GitHub;GitLab;Jira
Confluence;Doxygen;GitHub;GitLab;Jira
Confluence;Doxygen;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;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
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
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;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
Understanding code and bugs
98,612
9
12,907
12,908
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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);Stack Overflow or Stack Exchange
5
Product manager
20 to 99 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
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
13
10
India
INR Indian rupee
20
Yes
C#;Python;SQL;TypeScript
C#;Python;SQL;TypeScript
C#;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core;Blazor;FastAPI
ASP.NET;ASP.NET Core
NA NA
Yes
Visual Studio Code;Windsurf
Cursor;Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
NA NA
.NET 8 or higher;RAG;Google Gemini
.NET 8 or higher;RAG;Google Gemini
.NET 8 or higher;RAG;Google Gemini
null
null
Windows
Windows;iOS
null
null
null
Own Tool NA
Stack Overflow;Kaggle;YouTube;Medium
Stack Overflow;Kaggle;YouTube;Medium
Stack Overflow;Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Ask a question NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Deployment and monitoring
null
Other (write in):
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I haven’t encountered any problems
Vibe coding is very well for my development team. This feature very useful tool for junior developer
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics;Customer service support;Robotics;Cybersecurity
Language processing;Agent/multi-agent orchestration;MCP servers;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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server;ChromaDB
null
Agno;AutoGen (Microsoft);CrewAI;Ollama;OpenRouter;LangChain;phidata
null
Vectra AI
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I want to fully understand something;When I want to compare different solutions
5
null
null
12,908
12,909
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
20
Cloud infrastructure engineer
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,909
12,910
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
No, I didn't spend time learning in the past year
null
15
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,910
12,911
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
36
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
25
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable Respect for privacy and no AI involved
Other (please specify): AI
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
15
15
Belgium
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;PowerShell;SQL;VBA
null
null
VBScript, JScript, Scss, Sass Same
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++
null
null
Planetpress NA
null
null
null
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
Windows
GitHub
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
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
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
Writing decent and understandable code with uniform error handling and in one "style".
null
9
12,911
12,912
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
10
Developer, full-stack
null
null
null
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
18
30
Israel
ILS Israeli new shekel
null
Yes
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;Python
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Kotlin;Python;Rust;TypeScript;Zig;Mojo
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
NA NA
Yes
PostgreSQL;SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
Deno;Flask;jQuery;Node.js;Vue.js
Deno;Flask;Node.js;Svelte
Deno;Flask;Node.js
NA NA
Yes
Aider;Neovim;Visual Studio Code;VSCodium
Aider;Visual Studio Code;VSCodium;Zed
Aider;Visual Studio Code;VSCodium
helix, micro editor micro editor
Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Ollama
Ollama
null
null
Android;Fedora
Android;Fedora
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA codeberg
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA mastodon
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);X Grok models
clude NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
kind of
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
AI doesnt know the best,most "pythonic" way. it create a solotions that work for the spesific case, but failed to see the xyproblem,etc.
null
null
12,912
12,913
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
Attending school (part-time)
4
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
2
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
3
India
INR Indian rupee
324,000
Yes
Bash/Shell (all shells);C;Dart;HTML/CSS;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;SQLite
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite;Supabase
Microsoft SQL Server;MySQL;Oracle;SQLite
NA NA
No
null
null
null
NA NA
null
Node.js;React
Node.js;React
Node.js;React
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Coding challenges
null
No, not really
More than half the time
Yes, I use AI tools daily
null
Somewhat trust
Good, but not great at handling complex tasks
null
null
Project planning;Debugging or fixing code;Deployment and monitoring;Search for answers;Other (write in):
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something
Core basic and creative thinking
3,766
null
12,913
12,914
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Videos (not associated with specific online course or certification)
26
Developer, mobile
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
5
France
EUR European Euro
36,000
Yes
Bash/Shell (all shells);Dart;Kotlin
Bash/Shell (all shells);Dart;Kotlin;Swift
Bash/Shell (all shells);Dart;Kotlin
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Flutter NA
Yes
Cursor
Android Studio;Visual Studio Code
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
I do not know
41,765
8
12,914
12,915
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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);Blogs or podcasts
10
Developer, mobile
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Poor usability NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
India
INR Indian rupee
1,500,000
Yes
Dart;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Dart;Kotlin;Python;Rust;SQL;Swift
Dart;Kotlin;Python;SQL
NA NA
Yes
BigQuery;Cloud Firestore;Firebase Realtime Database;PostgreSQL;SQLite
BigQuery;PostgreSQL;SQLite;Supabase
BigQuery;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Vim;Visual Studio Code
Aider;Android Studio;Claude Code;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini;LangGraph
Large Language Model;RAG;Google Gemini
null
null
Windows;Android;Debian
Android;Debian
Airtable;GitHub;Google Workspace;Jira;Markdown File;Notion
GitHub;Google Workspace;Linear;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Documenting code;Debugging or fixing code;Deployment and monitoring
Project planning;Testing code;Predictive analytics;Creating or maintaining documentation
null
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
Yes, in areas where I don't have a working expertise, like web apps.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
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
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Fireproof;Qdrant;GitHub MCP Server;ChromaDB;Pinecone
null
Llama Index;Ollama;OpenRouter;LangChain;LangGraph
null
LangSmith
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity;Bolt.new
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Broader picture. AI tools can't comprehend the grand scope of applications yet, and it seems like they will not in the future. Attention is focused on current active context, while developers can access and process far broader context.
17,436
9
12,915
12,916
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
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
20
20
Switzerland
CHF Swiss franc
90,000
Yes
Bash/Shell (all shells);C;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);C;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);C;JavaScript;Python;Rust;TypeScript
Forth NA
Yes
Dynamodb;MariaDB;Microsoft Access;MySQL;PostgreSQL;SQLite;Cockroachdb
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
APT;Cargo;Chocolatey;Make;npm;Pip
APT;Cargo;Chocolatey;npm;Pip
APT;Cargo;Chocolatey;npm;Pip
NA NA
Yes
Django;Flask;Next.js;Node.js;React
Flask;Node.js;React
Flask;Node.js;React
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
RAG
RAG
RAG
null
null
Debian
Debian
Doxygen;Markdown File;Miro;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
OpenProject NA
Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Reddit;Dev.to;YouTube;LinkedIn;Medium
Reddit;Dev.to;YouTube;LinkedIn;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
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
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
null
111,594
8
12,916
12,917
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
Volunteering (regularly);Attending school (full-time)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Games or coding challenges
10
Project manager
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Lack of AI or AI agents NA
Software Development
Control over the level of quality in projects 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
C;HTML/CSS;Java;JavaScript;Rust;TypeScript
null
null
NA NA
Yes
BigQuery;Cosmos DB;Databricks SQL;Datomic;Elasticsearch;Oracle;PostgreSQL;Redis
InfluxDB;Microsoft Access;Microsoft SQL Server;PostgreSQL
PostgreSQL
NA NA
Yes
Bun;Chocolatey;Datadog;npm;Vite;Webpack;Yarn
Composer;Digital Ocean;npm;Vite;Webpack;Yarn
npm;Vite;Webpack;Yarn
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
SwiftData;Pydantic;uv
visionOS
null
null
null
Windows;Ubuntu
null
Airtable;GitHub;Stack Overflow for Teams;Trello
Airtable;GitHub;Stack Overflow for Teams;Trello
Airtable;GitHub;Stack Overflow for Teams;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;Kaggle;LinkedIn;Substack
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;LinkedIn;Substack
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI Reasoning models;Reka (Flash 3 or other Reka models);X Grok models
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
Project planning;Debugging or fixing code;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Decision intelligence;IT operations;Customer service support
Language processing;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;GitHub MCP Server;ChromaDB;supabase;Pinecone
null
Vertex AI;CrewAI;LangChain;LangGraph
null
Sentry;arize;helicone
null
ChatGPT;Auto-GPT;Replit;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
null
null
9
12,917
12,918
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media;School (i.e., University, College, etc)
3
Student
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Robust and complete API Excellent documentation
Ethical concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
360,000
Yes
C;Java;Python;SQL
C;C++;Go;HTML/CSS;Java;JavaScript;Ruby;SQL
C;Java;SQL
NA NA
Yes
PostgreSQL
null
null
IBM watsonx.data NA
Yes
IBM Cloud;Pip;Poetry
Amazon Web Services (AWS);Bun;Google Cloud;Kubernetes
null
NA NA
Yes
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Sublime Text;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows
MacOS
GitHub;Google Colab;Jira;Markdown File
GitHub;Google Colab;Jira;Markdown File
GitHub;Google Colab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
IBM Granite NA
Yes
A few times per week
Between 1 and 3 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Testing code;Search for answers
Committing and reviewing code
Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Debugging or fixing code;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
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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving: being able to comprehend a problem and break it down into manageable chunks, or even identifying a problem despite ambiguity. Effective and crisp communication: Naming variables & functions, adding useful comments, documenting the working of software, etc. are extremely underrated. Being able to communicate the reasoning behind features, actions, etc. is crucial. Debugging: Being able to skim through error logs and identifying the relevant parts to troubleshoot... super necessary! AI tools will assist, but the core skill remains important.
4,185
null
12,918
12,919
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
10
null
Sweden
SEK Swedish krona
510,000
Yes
C#;HTML/CSS;JavaScript;Kotlin;PowerShell;SQL;Swift;TypeScript;Visual Basic (.Net)
Rust
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Firebase;Microsoft Azure;npm;NuGet;Webpack
Docker
null
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js;React
Angular;Svelte
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Android;iOS
null
Azure Devops
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Gemini (Flash general purpose models)
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
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.;Write in the most significant benefit if not listed above.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Anything requiring larger codebases, with legacy code and complex demands as to what functionality should exist. The ability to interact with a customer, infer what is required to ensure their needs are met and actually possible to do.
53,459
8
12,919
12,920
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.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
22
Senior executive (C-suite, VP, etc.)
100 to 499 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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
Iran, Islamic Republic of...
IRR Iranian rial
4,000,000,000
Yes
HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Kotlin;Python;SQL
HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Ansible;APT;Docker;Homebrew;Make;Pip;pnpm;Prometheus;Vite
Ansible;APT;Cloudflare;Docker;Homebrew;Make;Pip;pnpm;Prometheus;Vite
Ansible;APT;Docker;Homebrew;Make;Pip;pnpm;Prometheus;Vite
NA NA
Yes
Django;FastAPI;Flask;jQuery;Vue.js
Django;FastAPI;jQuery;React
Django;FastAPI;jQuery
NA NA
Yes
Android Studio;Vim;Visual Studio Code
Android Studio;Claude Code;Cursor;Vim;Visual Studio Code
Android Studio;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;Linux (non-WSL);Arch
MacOS;Ubuntu;Linux (non-WSL)
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;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;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
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
null
94,955
9
12,920
12,921
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
12,921
12,922
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
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
11
Developer, game or graphics
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Norway
NOK Norwegian krone
916,000
Yes
Assembly;C;C#;C++;SQL
Assembly;C;C#;C++;SQL;Zig
Assembly;C;C#;C++;SQL
NA Jai
Yes
SQLite
SQLite
SQLite
NA NA
Yes
null
null
null
cmake NA
No
null
null
null
NA NA
Yes
Sublime Text;Visual Studio;Visual Studio Code
Sublime Text;Visual Studio;Visual Studio Code
Sublime Text;Visual Studio;Visual Studio Code
10x Editor 10x Editor
c++23
c++23
c++23
null
null
Windows
Windows;Ubuntu
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Doxygen;GitHub;GitLab;Markdown File;Obsidian
NA NA
Bluesky
Bluesky
Bluesky
mastodon mastodon
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
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
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I 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
Fundamentals, they will never be irrelevant.
90,526
8
12,922
12,923
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
6
Student
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
France
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;MATLAB;PowerShell;Python;VBA
Bash/Shell (all shells);C;MATLAB;PowerShell;Python;VBA
Bash/Shell (all shells);C;MATLAB;PowerShell;Python;VBA
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Large Language Model;Amazon Bedrock;Google Gemini
Large Language Model;Amazon Bedrock;Google Gemini
Large Language Model;Amazon Bedrock;Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows
Azure Devops;GitHub;GitLab;Obsidian;Wikis
GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
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
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
Coding challenges;Job board
Bookmark posts to look at later NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers
Debugging or fixing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
partially yes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
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 increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
Deep Seek
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
writing code following good practices
null
8
12,923
12,924
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
8
3
Ukraine
UAH Ukrainian hryvnia
13,200
null
C;Python
Assembly;C;C++
C
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows
Confluence;GitHub;GitLab;Jira;Notion;Obsidian;Trello
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Comment on Q&A posts NA
Neutral
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Documenting code;Search for answers;Learning new concepts or technologies
Writing code;Committing and reviewing code
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No
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.;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
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Low level coding
316
null
12,924
12,925
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above;Engaged in paid work (20-29 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,925
12,926
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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;Stack Overflow or Stack Exchange
9
Developer, front-end
null
null
null
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Poland
PLN Polish zloty
480,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Docker;Google Cloud;npm;Vercel;Vite;Webpack;Yarn
Docker;npm;Vite
Docker;npm;Vite
NA NA
Yes
AngularJS;Express;Fastify;jQuery;NestJS;Next.js;Node.js;React
Express;Fastify;NestJS;Node.js;React
Express;Fastify;NestJS;Node.js;React
NA NA
Yes
Android Studio;Bolt;IntelliJ IDEA;Notepad++;Visual Studio Code;WebStorm
IntelliJ IDEA;Visual Studio Code;WebStorm
IntelliJ IDEA;Visual Studio Code;WebStorm
NA NA
Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Shadcn/ui
null
null
MacOS;iOS
MacOS;iOS;Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Notion
Confluence;GitHub;Google Workspace;Jira;Notion
Confluence;GitHub;Google Workspace;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
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
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
Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Predictive analytics
Deployment and monitoring;Generating content or synthetic data
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
Definitely not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Reasoning, deep understanding of code and project, soft skills, ability to write valid prompts
130,992
7
12,926
12,927
I used to be a developer by profession, but no longer am
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Student
null
null
null
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
4
United States of America
USD United States dollar
0
Yes
C;C#;C++;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
C;C#;C++;Dart;Elixir;F#;GDScript;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;MicroPython;Perl;PHP;PowerShell;Python;R;Rust;Swift;TypeScript
C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;Pip;Splunk;Vercel
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;IBM Cloud;Kubernetes;Make;Microsoft Azure;MSBuild;Netlify;Ninja;Pip;Poetry;Vercel;Webpack
Amazon Web Services (AWS);Docker;Microsoft Azure;Pip;Vercel
NA NA
Yes
Deno;Node.js
Deno
Deno
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Neovim;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Zed
Claude Code;Visual Studio;Visual Studio Code;Xcode;Zed
Visual Studio;Visual Studio Code;Zed
NA NA
Large Language Model
.NET 8 or higher;c++23;Tailwind CSS 4;Large Language Model;Amazon Bedrock;Shadcn/ui;Ollama;visionOS
Large Language Model
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
null
Azure Devops;Doxygen;GitHub;Obsidian
Azure Devops;Doxygen;GitHub;Microsoft Planner;Obsidian
Azure Devops;Doxygen;GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Discord;Reddit;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Other (write in): Seeing what the answer is
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
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;Other (write in):
AI solutions that are almost right, but not quite
Yes, but also as I said, I am not working right now
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.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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.
GitHub MCP Server
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;v0.dev;Blackbox AI
null
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
In 3-5 years ahead, when everyone is a developer, the most valuable skill will be to capture and understand something immediately as quick as possible with the least amount of input.
null
null
12,927
12,928
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)
27
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
41
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Higher Education
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
77,000
Yes
null
null
null
Clojure Clojure
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;npm;Terraform
null
null
NA NA
Yes
null
null
null
re-frame NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
MacOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
Not really. Code gen used in a very restricted ways, and code checked over by humans.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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;When I want to learn best practices;Other (please specify):
Wisdom & understanding, drive, big-picture thinking, taste & flair, common sense, experience across domains, understanding of human needs.
104,829
8
12,928
12,929
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.)
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
11
Developer, back-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
5
Poland
PLN Polish zloty
390,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL
Bash/Shell (all shells);Go;JavaScript;Python;Ruby;SQL
Bash/Shell (all shells);JavaScript;Ruby;SQL
NA NA
Yes
MySQL;Redis
Elasticsearch;MySQL;PostgreSQL;Redis;SQLite
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Yarn
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Terraform;Yarn
Amazon Web Services (AWS);Datadog;Docker;Yarn
nix nix
null
Ruby on Rails
FastAPI;Flask;Ruby on Rails
Ruby on Rails
NA NA
null
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Ollama
Tailwind CSS 4;Large Language Model;Ollama
Large Language Model;Ollama
null
null
Windows;MacOS;Ubuntu;Android
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian;Stack Overflow for Teams
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;YouTube
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
Stack Overflow;Reddit;Dev.to;Hacker News;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
106,431
5
12,929
12,930
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
38
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
39
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Remote
No
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
4
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;Delphi;HTML/CSS;JavaScript;PowerShell
null
null
NA NA
No
null
null
null
NA NA
Yes
MSBuild;npm;NuGet
null
null
NA NA
Yes
ASP.NET;Blazor;React
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
EditPlus NA
null
null
null
null
null
Windows
Windows
Trello
GitHub
null
NA NA
Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
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
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:
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
9
12,930
12,931
I am a developer by profession
18-24 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;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Other:
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
8
8
Ukraine
UAH Ukrainian hryvnia
2,000
Yes
Bash/Shell (all shells);Go;Java;SQL
Bash/Shell (all shells);Go;SQL
Bash/Shell (all shells);Go;SQL
Solidity NA
Yes
MySQL;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
SingleStore (MemSQL previously) NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Gradle;Pacman;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Heroku;IBM Cloud;Podman;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Prometheus
dnf dnf
Yes
Spring Boot
null
null
Fiber, Gorilla Fiber, Gorilla, Gin
Yes
IntelliJ IDEA;Neovim
Neovim
Neovim
GoLand NA
null
null
null
null
null
Fedora
Ubuntu;Fedora
Clickup;Confluence;GitHub;GitLab;Jira;Notion;Obsidian
GitHub;GitLab;Jira;Obsidian
GitHub;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
DOU (Developers Of Ukraine) DOU (Developers Of Ukraine)
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);Perplexity Sonar models
openAI GPT (chatbot models);Perplexity Sonar models
openAI GPT (chatbot models);Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
Classical programming concepts, solving complex problems, understanding whole system and context
48
8
12,931
12,932
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
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);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;Books / Physical media
14
AI/ML engineer
100 to 499 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
3
1
China
CNY Chinese Yuan Renminbi
130
Yes
Python;SQL
Python;SQL
Python;SQL
NA NA
Yes
MySQL;Redis
Redis
Redis
NA NA
Yes
Docker;Kubernetes;Pip;Poetry
Docker;Kubernetes
Docker;Kubernetes
NA NA
No
null
null
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Zed
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Zed
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Zed
NA NA
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
MacOS;iOS;iPadOS
MacOS
GitLab
Linear
null
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
null
null
Project planning;Deployment and monitoring;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
I haven’t encountered any problems
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices
Architecture design, complexity separation and encapsulation
18
8
12,932
12,933
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
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);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
10
Developer, full-stack
100 to 499 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
Prohibitive pricing NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
0
India
INR Indian rupee
1,300,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
null
null
Angular NA
Yes
Microsoft SQL Server;MySQL
Dynamodb;Elasticsearch;Oracle;PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
Amazon Web Services (AWS);Docker;Firebase;Kubernetes
Amazon Web Services (AWS)
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery
Blazor;React;Vue.js
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;VSCodium;Windsurf
Claude Code;Cursor;Visual Studio;Visual Studio Code;VSCodium
Visual Studio;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Windows
MacOS;Ubuntu;Linux (non-WSL);Fedora
Azure Devops;GitHub;GitLab;Jira
Azure Devops;Confluence;GitHub;GitLab;Jira;Microsoft Planner;Trello
Azure Devops;GitHub;GitLab;Jira
NA NA
Stack Overflow;Slack (public channels, not work);LinkedIn
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
NA NA
Yes
null
null
null
windsurf NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Writing code;Documenting code
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Testing code
Predictive analytics
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
I don’t use AI tools regularly
not I have not used this concept.
Yes, I use AI agents at work monthly or infrequently
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 reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
null
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 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
null
null
ChatGPT;Claude Code
windsurf
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;When I need quick help troubleshooting
Skills to fix the problems in the existing code
15,111
8
12,933
12,934
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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);School (i.e., University, College, etc)
12
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Healthcare
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
4
Italy
EUR European Euro
30,000
Yes
C;C#;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript;Visual Basic (.Net)
C;C#;C++;COBOL;HTML/CSS;JavaScript;Python;SQL;TypeScript
C;C#;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MySQL;SQLite
BigQuery;Microsoft SQL Server;MongoDB;MySQL;Redis;SQLite
MySQL;SQLite
firestore firestore
Yes
Docker;Firebase;Google Cloud;npm;NuGet;Pip;Vite
Docker;Firebase;Google Cloud;npm;NuGet;Pip;Terraform;Vite
Docker;Firebase;Google Cloud;npm;NuGet;Pip;Vite
NA NA
Yes
Django;FastAPI;Flask;jQuery;Node.js;React
Angular;FastAPI;Node.js;React;Vue.js
FastAPI;Node.js;React
NA NA
Yes
Lovable.dev;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Pydantic;Google Gemini;Ollama
.NET 8 or higher;Pydantic;Google Gemini;Ollama
.NET 8 or higher;Pydantic;Google Gemini;Ollama
null
null
Windows;Android
Windows
GitHub;GitLab;Google Colab;Google Workspace;Trello
GitHub;Google Colab;Google Workspace
GitHub;Google Colab;Google Workspace
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
No
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Creating or maintaining documentation
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Project planning;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Search for answers
Writing code;Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite
No, it is not
No, but I 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.;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
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Creating new software ideas
34,804
0
12,934
12,935
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,935
12,936
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
16
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
20
Developer, back-end
null
null
null
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
30
null
Czech Republic
CZK Czech koruna
1,900,000
Yes
Java;Kotlin
Java;Kotlin
Java;Kotlin
NA NA
Yes
MongoDB
PostgreSQL
null
NA NA
Yes
Gradle;Kubernetes;Maven (build tool);Microsoft Azure;Podman
Gradle;Kubernetes;Maven (build tool);Microsoft Azure;Podman
Gradle;Kubernetes;Maven (build tool);Microsoft Azure;Podman
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini
null
null
null
null
Fedora
Ubuntu;Red Hat
Azure Devops;GitHub;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Job board
null
No, not really
More than half the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Bad at handling complex tasks
null
null
Writing code;Testing code
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Integration with external agents and APIs
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Analysis, iterative approach, attention to detail, problem solving, figuring out how to best fix a given problem instead of just throwing AI generated code at it.
88,931
5
12,936
12,937
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
17
Developer, game or graphics
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
7
10
Japan
JPY Japanese yen
4,320,000
Yes
C;C#;C++;HTML/CSS;PHP;PowerShell;Python;Ruby;Swift
C;C#;C++;HTML/CSS
C;C#;C++;HTML/CSS
NA NA
Yes
MariaDB
null
null
NA NA
Yes
Cloudflare;Docker;Homebrew;Make;MSBuild;Pip;Poetry;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Make;Poetry
Cloudflare;Docker;Homebrew;Make;Poetry
CMake CMake
Yes
null
null
null
Slim Framework Slim Framework
No
null
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic
.NET 8 or higher;c++23;Tailwind CSS 4;Large Language Model;Pydantic;visionOS
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic
null
null
Windows;MacOS;Ubuntu;iOS;iPadOS
Windows;MacOS;Windows Subsystem for Linux (WSL)
Doxygen;GitHub;Markdown File
Doxygen;GitHub;GitLab;Markdown File;Notion
Doxygen;GitHub;Markdown File
NA NA
Discord;GitHub (public projects, not private repos)
Discord;Dev.to;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite
Yes, but very minimal. I would say 5% of the development consists of vibe coding - it's used to create scaffolding for frameworks I encounter.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
The ability to explain your problem, and to elaborate when those AI tools gets your intent wrong.
29,846
7
12,937
12,938
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.);Engaged in paid work (less than 10 hours per week)
17
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;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
27
Developer, mobile
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
null
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
82,500
Yes
Java;Kotlin;Python;SQL;Swift
Java;SQL
Java;SQL
NA NA
No
null
null
null
NA NA
Yes
Gradle;Maven (build tool)
Maven (build tool)
Maven (build tool)
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code;Xcode
Android Studio;Eclipse;IntelliJ IDEA;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;iOS
GitHub;GitLab;Jira;Markdown File;Wikis
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
null
Upvote/Downvote Q&A posts NA
Yes, definitely
null
No, and I don't plan to
Indifferent
Somewhat distrust
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Is this an AI survey?
95,712
7
12,938
12,939
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
7
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
15
5
India
INR Indian rupee
5,800,000
Yes
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Datadog;Digital Ocean;Docker;Google Cloud;Kubernetes;Make;npm;Pip;Poetry;Terraform;Yarn
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Datadog;Digital Ocean;Docker;Kubernetes;Make;Pip;Terraform
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Datadog;Digital Ocean;Docker;Kubernetes;Make;Pip;Terraform
NA NA
Yes
Django;FastAPI;Flask
Django;FastAPI;Flask
Django;FastAPI;Flask
Echo, Gin Echo, Gin
Yes
Notepad++;PyCharm;Sublime Text;Visual Studio Code;WebStorm
Notepad++;PyCharm;Sublime Text;Visual Studio Code;WebStorm
Notepad++;PyCharm;Sublime Text;Visual Studio Code;WebStorm
GoLand GoLand
Large Language Model;Google Gemini;Ollama
Ollama
Ollama
null
null
Windows;Ubuntu
Windows;Ubuntu
Asana;Clickup;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Monday.com;Notion;Obsidian
Clickup;GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
Clickup;GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;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
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per week
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code
Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Absolutely Not. None of the agents I've tried ever, have worked for what I do in my day to day role. I only use these tools as a replacement to reading 400 lines of documentation to find a syntax related answer.
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Customer service support
Language processing
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.
null
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
Redis;pgvector;Pinecone
null
Ollama;LangChain
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Devin AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
Reasoning, being able to think as users and design robust solutions. Writing good software is NOT just about writing code that's per the industry standards.
67,419
10
12,939
12,940
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
40
Developer, back-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Government
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
null
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
Elasticsearch
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Poetry
Terraform
null
NA NA
Yes
Django
null
null
NA NA
Yes
Notepad++;Sublime Text;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
No
null
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools weekly
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;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
Project planning
Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
eh?
Yes, I use AI agents at work weekly
Yes, to a great extent
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
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
Sentry
null
ChatGPT;Claude Code
null
When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
8
12,940
12,941
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, embedded applications or devices
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Other (please specify): Fulfillment of a need my team has
Prohibitive pricing Poor fulfillment of the need it is intended for
Manufacturing
Other (please specify): A very good Scrum Master
No
I have strongly considered changing my career and/or the industry I work in
7
2
France
EUR European Euro
42,000
Yes
C++
C++
C++
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence
null
null
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit;LinkedIn
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Day-in-the-life profiles/interviews with experts;Other (write in):
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
48,726
6
12,941
12,942
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
4
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
India
INR Indian rupee
2,500,000
Yes
C#;C++;Go;HTML/CSS;Java;JavaScript;Lua;Python;Ruby;SQL;TypeScript
C++;Go;HTML/CSS;Java;JavaScript;Lua;SQL;TypeScript;Zig
C++;Go;HTML/CSS;Java;JavaScript;Lua;SQL;TypeScript
NA NA
Yes
Dynamodb;Microsoft SQL Server;MySQL
Dynamodb;Elasticsearch;MySQL;Redis;SQLite
Dynamodb;MySQL
NA NA
Yes
Amazon Web Services (AWS);Maven (build tool);npm
Amazon Web Services (AWS);Docker;Heroku;Maven (build tool);Netlify;npm
Amazon Web Services (AWS);Maven (build tool);npm
NA NA
Yes
ASP.NET;Blazor;React;Spring Boot
Express;Flask;Node.js;React;Spring Boot
React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
Cursor;IntelliJ IDEA;Neovim;Notepad++;Sublime Text;Vim;Visual Studio Code
IntelliJ IDEA;Neovim;Notepad++;Sublime Text;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Amazon Bedrock
.NET 8 or higher;c++23;Large Language Model;Amazon Bedrock;RAG
.NET 8 or higher;Amazon Bedrock
null
null
Windows;MacOS
MacOS
Azure Devops;Confluence;Jira;Wikis
Confluence;Wikis
Confluence;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Documenting code;Committing and reviewing code;Deployment and monitoring
Writing code;Predictive analytics;Generating content or synthetic data
Project planning
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Not at all. I use AI mostly like a jumping-off point for my thought process and also a super efficient search engine that can also write test cases and help me navigate through something like a new/unfamiliar programming language. I only consider AI to be an assistant to my workflow that can take care of some boring/repetitive tasks.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Problem solving and desgining software. I think even is AI is going to become more capable, it will still be humans to guide it and get what we want. I don't believe in complete automation of all of our work as coding and things surrounding it are only a small part of my daily job.
29,060
9
12,942
12,943
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
40
Developer, embedded applications or devices
20 to 99 employees
null
null
No
Work
Robust and complete API NA
Ethical concerns NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
7
5
Bulgaria
BGN Bulgarian lev
null
Yes
Assembly;Bash/Shell (all shells);C;C++;MicroPython;Python
Assembly;Bash/Shell (all shells);C;Python
Assembly;Bash/Shell (all shells);C;Python
Forth Forth
Yes
SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Doxygen;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
Yes, partially
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
No idea
null
5
12,943
12,944
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
20
Engineering manager
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
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Banking/Financial Services
null
No
I have neither consider or transitioned into a new career or industry
6
2
Republic of Korea
KRW South Korean won
680,000,000
Yes
C#;C++;Python
C#;C++;F#;Lisp;Python
C#;C++;Python
NA NA
Yes
MariaDB
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Aider;Claude Code;Cline and/or Roo;Cursor;Visual Studio;Visual Studio Code
Aider;Claude Code;Cline and/or Roo;Visual Studio Code
Aider;Claude Code;Cline and/or Roo;Visual Studio Code
NA NA
.NET 8 or higher;c++23;Large Language Model;Google Gemini;Ollama;uv
.NET 8 or higher;c++23;Large Language Model;Google Gemini;Ollama
.NET 8 or higher;c++23;Large Language Model;Google Gemini;Ollama
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Linear;Notion
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
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
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
AI agents have improved the quality of my code.
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding business context
499,750
null
12,944
12,945
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
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);Videos (not associated with specific online course or certification);Blogs or podcasts
12
Architect, software or solutions
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work 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
7
12,945
12,946
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
11
null
null
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
12,946
12,947
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
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
22
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Other (please specify): well made
Prohibitive pricing NA
Other:
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
30
15
France
EUR European Euro
76,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL
BigQuery;Cloud Firestore;PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;APT;Docker;Kubernetes;npm;Yarn
APT;Docker;Google Cloud;Kubernetes
APT;Docker;Kubernetes
NA NA
Yes
Nuxt.js;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
Claude Sonnet NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Testing code
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
nope
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
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
soft skills, mostly understanding and working out client/user actual needs. Also, high level understanding and planning
88,171
7
12,947
12,948
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
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
11
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
null
Banking/Financial Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,948
12,949
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.)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Stack Overflow or Stack Exchange
19
Senior executive (C-suite, VP, etc.)
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency user-friendly documentation
Outdated or obsolete technology or features NA
Fintech
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
France
EUR European Euro
108,000
Yes
Go;HTML/CSS;JavaScript;Python;SQL
Go;HTML/CSS;SQL
Go;HTML/CSS;SQL
NA NA
Yes
BigQuery;MongoDB;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Firebase;Google Cloud;Kubernetes;Make;Vercel;Yarn
Docker;Firebase;Google Cloud;Kubernetes;Make
Docker;Firebase;Google Cloud;Kubernetes;Make
NA NA
No
null
null
null
NA NA
Yes
null
null
null
GoLand NA
Google Gemini
null
null
null
null
Ubuntu;Android
Ubuntu;Android;Debian
GitHub;Google Workspace;Linear
GitHub;GitLab;Google Workspace;Linear;Monday.com
GitHub;Google Workspace;Linear
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code
Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I use it for SQL queries and unit tests only.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Data and analytics;Customer service support;Marketing
null
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 increased my productivity.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Refinement and understanding what the client really needs, asking the right questions and digging into edge cases, mostly empathy with the user
125,296
6
12,949
12,950
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
6
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Other:
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
9
2
Italy
EUR European Euro
34,000
Yes
Bash/Shell (all shells);C#;Dart;Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cloud Firestore;MongoDB;MySQL;PostgreSQL;Redis
MongoDB;MySQL;PostgreSQL;Redis;SQLite;Cockroachdb
MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Maven (build tool);npm;Webpack
Cloudflare;Digital Ocean;npm
Cloudflare;Digital Ocean;npm
NA NA
Yes
Angular;Express;jQuery;NestJS;Node.js;Vue.js;WordPress
Node.js;Vue.js
Node.js;Vue.js
NA NA
Yes
Android Studio;Neovim;Vim;Visual Studio Code;Xcode
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu;Android;Debian
MacOS;Ubuntu;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira;Markdown File;Notion
GitHub;GitLab;Google Workspace;Jira;Markdown File
GitHub;GitLab;Google Workspace;Jira;Markdown File
Todoist Todois
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles
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 weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Is only the first step on arguments on which i'm not 100% confident to write good code, but that i can debugò
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Coding. If you are not able to code, AI is not helping you.
39,445
9
12,950
12,951
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
24
Other (please specify):
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
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
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
12,951
12,952
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
19
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
null
Germany
EUR European Euro
55,000
Yes
C;C#;C++;HTML/CSS;Java;PHP;Python
C;C#;C++;HTML/CSS;Java;PHP;Python
C;C#;C++;HTML/CSS;Java;PHP;Python
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS);Pip
Pip
Pip
NA NA
Yes
null
null
null
PrimeFaces NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging, higher level of requirement analysis, understanding requirements in the entire context of a project.
63,808
6
12,952
12,953
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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);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
8
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Ethical concerns 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
30
40
Slovakia
EUR European Euro
36,000
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;MATLAB;Python;SQL;Swift;TypeScript
C#;C++;Dart;Go;HTML/CSS;JavaScript;Kotlin;MATLAB;PHP;Python;SQL;Swift;TypeScript;Mojo
C#;Dart;HTML/CSS;JavaScript;MATLAB;Python;SQL;Swift;TypeScript
NA NA
Yes
Cloud Firestore;DuckDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase;Pocketbase
DuckDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase;Pocketbase
DuckDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase;Pocketbase
NA WatermelonDB
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Digital Ocean;Docker;Google Cloud;Gradle;Heroku;Homebrew;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Railway;Supabase;Vercel;Vite;Yarn
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Digital Ocean;Docker;Google Cloud;Gradle;Homebrew;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Supabase;Vercel;Vite;Yarn
NA NA
Yes
ASP.NET Core;Blazor;Deno;Django;Express;FastAPI;Next.js;Node.js;React
ASP.NET Core;Django;Express;FastAPI;Laravel;Next.js;Node.js;React;Svelte
ASP.NET Core;Django;Express;FastAPI;Next.js;Node.js;React
NA NA
Yes
Aider;Android Studio;Claude Code;Cursor;Nano;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;Windsurf;Xcode
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Lovable.dev;Nano;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;Windsurf;Xcode;Zed
Aider;Android Studio;Claude Code;Cursor;Nano;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;Windsurf;Xcode
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;visionOS
.NET 8 or higher;Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv;visionOS
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;visionOS
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS
GitHub;Google Workspace;Jira;Linear;Markdown File;Notion;Obsidian
GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Markdown File;Notion;Obsidian
GitHub;Google Workspace;Jira;Linear;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation
Testing code;Deployment and monitoring;Predictive analytics
Project planning;Debugging or fixing code;Committing and reviewing code;Search for answers
null
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation
Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
Redis;supabase;pgvector;Weaviate;Pinecone
null
Llama Index;Ollama;OpenRouter;LangChain;LangGraph
null
LangSmith
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;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’m stuck and can’t explain the problem
Clear communication, social skills and strong architectural knowledge.
41,765
9
12,953
12,954
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Coding Bootcamp;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
3
Developer, back-end
null
null
null
null
Work
Robust and complete API NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
10
10
India
INR Indian rupee
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript;Zig
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Gradle;Heroku;Make;npm;Pacman;Pip;pnpm;Vercel;Vite;Webpack
Amazon Web Services (AWS);APT;Bun;Cargo;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Heroku;Make;npm;Pacman;Pip;pnpm;Vercel;Vite;Webpack
Amazon Web Services (AWS);APT;Cargo;Gradle;Heroku;Make;npm;Pacman;Pip;pnpm;Vercel;Vite;Webpack
NA NA
Yes
Django;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React
Django;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React
Django;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Testing code;Search for answers
Project planning;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Writing code;Debugging or fixing code
null
Learning about a codebase;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, vibe coding can not generate billion dollar ideas or maintain traditional company servers. Its just a hobby thing a developer can do to satisfy himself, as vibe coding can generate results fastly than writing code yourself.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Cybersecurity
MCP servers
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Web3 or LLM, any of the both can conquer the future years, as both the fields are developing at a larger scale. We can't predict what can happen in the future years, but yeah we can assume.
null
null
12,954
12,955
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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
30
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
8
6
Denmark
DKK Danish krone
750,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;R;SQL;TypeScript
Java
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL
null
null
Milvus NA
Yes
Digital Ocean;Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;pnpm;Prometheus;Vite
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Rider;Sublime Text;Vim
null
null
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
null
null
null
null
MacOS
MacOS
Azure Devops;Confluence;GitHub;Jira;Markdown File;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Project planning;Committing and reviewing code;Creating or maintaining documentation
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Predictive analytics
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Business process automation
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
116,640
10
12,955
12,956
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
4
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
5
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Insurance
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry involuntarily
3
2
Switzerland
CHF Swiss franc
62,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;SQLite
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
Yes
Cloudflare;Docker;Kubernetes;Make;Microsoft Azure;npm;Prometheus;Vite
Cloudflare;Docker;Kubernetes;Make;Microsoft Azure;npm;Prometheus;Vite
Cloudflare;Docker;Kubernetes;Make;Microsoft Azure;npm;Prometheus;Vite
pulumi pulumi
Yes
Node.js;Vue.js
Angular;Node.js;Vue.js
Node.js;Vue.js
gin/gonic gin/gonic
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Discord;YouTube;Twitch
Discord;YouTube;Twitch
Discord;YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per month or weekly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
promting, general understanding of technology
76,876
6
12,956
12,957
I am learning to code
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
4
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
5
Greece
EUR European Euro
null
Yes
C;C++;GDScript;HTML/CSS;JavaScript;Python
C;C++;GDScript;HTML/CSS;JavaScript;Python;Rust;TypeScript
C;C++;GDScript;HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
npm;Pacman;Pip;Vite
Cargo;Docker;npm;Pacman;Pip;Vite
npm;Pacman;Pip;Vite
NA NA
Yes
Flask;jQuery;React
Flask;jQuery;React
Flask;jQuery;React
NA NA
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
c++23
c++23
c++23
null
null
Arch
Arch
GitHub
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not really
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,957
12,958
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
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
10
Engineering manager
1,000 to 4,999 employees
People manager
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
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
10
5
Australia
AUD Australian dollar
250,000
Yes
Dart;JavaScript;PowerShell;Python;TypeScript
Dart;TypeScript
Dart;TypeScript
Dart Dart
Yes
Cloud Firestore;Dynamodb;PostgreSQL;Redis
Cloud Firestore;MongoDB;PostgreSQL;Redis;Supabase
Cloud Firestore;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Bun;Docker;Firebase;Google Cloud;Kubernetes;New Relic;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);Bun;Docker;Firebase;Google Cloud;Kubernetes;Terraform;Yarn
Amazon Web Services (AWS);Bun;Docker;Firebase;Google Cloud;Kubernetes;Terraform;Yarn
NA NA
Yes
AngularJS;NestJS;Node.js;React
AngularJS;Deno;NestJS;Node.js;React
AngularJS;NestJS;Node.js;React
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;iOS
Windows;MacOS;Android;iOS;Debian
Asana;Azure Devops;Confluence;GitHub;Monday.com;Stack Overflow for Teams
GitHub;Google Workspace;Monday.com;Stack Overflow for Teams
GitHub;Monday.com;Stack Overflow for Teams
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
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;Creating or maintaining documentation
Project planning;Predictive analytics;Learning new concepts or technologies
null
null
Testing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, it's good for "brainstorming" but in jobs that require precision, it cannot be used, it would be dangerous
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Cybersecurity
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
Vertex AI
null
New Relic
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Hollistic solutions, way more complexity, looking at problems with the requirements, knowing what questions to ask
162,523
6
12,958
12,959
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
23
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Poor usability NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
6
null
Switzerland
CHF Swiss franc
null
Yes
C++;JavaScript;PHP;TypeScript
C;C++;JavaScript;PHP;Rust;TypeScript
C++;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;MySQL
MariaDB;PostgreSQL;SQLite;Valkey
MariaDB
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Make;npm;Pacman;Vite
Docker;Make;npm;Pacman;Podman;Vite
Docker;Make;npm;Pacman;Vite
NA NA
Yes
jQuery;Node.js;Vue.js;WordPress
Node.js;Vue.js
Node.js;Vue.js
ProcessWire ProcessWire
Yes
PhpStorm
PhpStorm;RustRover
PhpStorm
CLion CLion
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
Airtable;Asana;GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
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 10 and 15 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Writing code;Committing and reviewing code;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Not at all.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
AI should stay in the background and just assist people as it does quite well already right now. I think, by definition, AI cannot innovate and thus shouldn't create new projects autonomously. Also, doing so would dog-feed AI slop into the models themselves which is a big problem.
null
9
12,959
12,960
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
3
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
4
2
South Africa
ZAR South African rand
27,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
MySQL;PostgreSQL;Supabase
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;Yarn
Amazon Web Services (AWS);Google Cloud;Kubernetes;npm
Amazon Web Services (AWS);Google Cloud;npm
NA NA
Yes
jQuery;Node.js;React;Vue.js
jQuery;Node.js;React
jQuery;Node.js;React
NA NA
Yes
Claude Code;Eclipse;IntelliJ IDEA;Visual Studio Code
Claude Code;Eclipse;IntelliJ IDEA;Visual Studio Code
Claude Code;Eclipse;IntelliJ IDEA;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Amazon Bedrock;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Ubuntu;Android
Windows
Google Workspace;Linear
Google Workspace;Linear
Google Workspace;Linear
NA NA
Slack (public channels, not work);YouTube;Company-sponsored forums
Slack (public channels, not work);YouTube;Company-sponsored forums
Slack (public channels, not work);YouTube;Company-sponsored forums
NA NA
No
null
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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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
Somewhat distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;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
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
The basics will always be important. To learn how to effectively use AI as a tool, you need to understand how it works and how to problem-solve using the basics first. This will help you understand the AI solutions. Moreover, AI is not infallible. The more knowledgeable and skilled you are, the better you will be at spotting and anticipating vulnerabilities. In my opinion, AI will make it so that developers will need to take on the tasks most associated with senior level roles from the get go.
1,522
null
12,960
12,961
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
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, back-end
20 to 99 employees
null
In-person
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Italy
EUR European Euro
43,000
Yes
C#;JavaScript;PowerShell;SQL;Visual Basic (.Net)
C#;JavaScript;SQL
C#;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Cursor;Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub;Jira
Jira
Jira
NA NA
Stack Overflow;Discord;Reddit;YouTube;Twitch
Stack Overflow;Discord;Reddit;YouTube;Twitch
Stack Overflow;Discord;Reddit;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Videos
Answer a question NA
null
Less than half of the time
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Testing code;Creating or maintaining documentation
null
Predictive analytics
Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
I’ve become less confident in my own problem-solving
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Humanity
49,886
6
12,961
12,962
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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;Colleague or on-the-job training
11
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Customizable and manageable codebase NA
null
Internet, Telecomm or Information Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
4
Pakistan
PKR Pakistani rupee
6,480,000
Yes
Java;JavaScript;SQL;TypeScript
Go;Java;JavaScript;Kotlin;SQL;TypeScript
Java;JavaScript;SQL;TypeScript
NA NA
Yes
Oracle;PostgreSQL
Dynamodb;Oracle;PostgreSQL
Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Terraform;Vercel
Amazon Web Services (AWS);Chocolatey;Docker;Gradle;Maven (build tool);npm;pnpm;Podman;Terraform
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Terraform
NA NA
Yes
Express;NestJS;Next.js;Node.js;React;Spring Boot
Angular;Deno;Express;NestJS;Next.js;Node.js;React;Spring Boot
Express;NestJS;Next.js;Node.js;React;Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio Code;WebStorm
IntelliJ IDEA;Sublime Text;Visual Studio Code;WebStorm
IntelliJ IDEA;Sublime Text;Visual Studio Code;WebStorm
NA NA
Google Gemini
Tailwind CSS 4;Google Gemini
Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Android
Azure Devops;GitHub;Google Workspace;Jira;Markdown File
Azure Devops;GitHub;Google Workspace;Markdown File;Notion
Azure Devops;GitHub;Google Workspace;Markdown File
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- 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 (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,755
6
12,962
12,963
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);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);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
16
Architect, software or solutions
null
null
null
No
Work
Customizable and manageable codebase NA
Poor usability NA
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Slovenia
EUR European Euro
80,000
Yes
C++;HTML/CSS;JavaScript;Python;Rust;Swift;TypeScript
Go;SQL;Swift
Swift
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;npm
Amazon Web Services (AWS);Kubernetes;Terraform;Yarn
Amazon Web Services (AWS)
NA NA
Yes
Node.js;React;Axum
Next.js
null
NA NA
Yes
Claude Code;Cursor;Vim;Visual Studio Code;Xcode
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;Ubuntu;iOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;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
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Job board;Chat (bot/AI)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Generating content or synthetic data
Predictive analytics
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, vibe coding is not an engineering process. An engineering process is one such that an informed and educated decision and problem solving is undertaken based on the available data and past experience. Vibe coding is putting on a blindfold and walking on a slack line. It's possible but with actual understanding and effort it'll be a lot better.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Problem solving
92,812
6
12,963
12,964
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-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
9
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
15
Greece
EUR European Euro
19,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
TypeScript;Visual Basic (.Net)
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;npm;Pip
Docker;Microsoft Azure
null
NA NA
Yes
Express;Node.js;WordPress
React;Vue.js
null
NA NA
Yes
Android Studio;Claude Code;IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows
Asana;Confluence;GitHub
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);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
Somewhat distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Deployment and monitoring
Project planning;Writing code;Committing and reviewing code
Predictive analytics
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Writing clean and understandable code that works with no issue and writing secure code
22,043
2
12,964
12,965
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable Documentation
Availability of better alternatives NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
10
Hungary
HUF Hungarian forint
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;VBA
C#;HTML/CSS;SQL
C#;HTML/CSS;SQL
Razor NA
Yes
Dynamodb;Microsoft SQL Server
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;npm;NuGet;Terraform
Amazon Web Services (AWS);APT;Docker;NuGet;Terraform
Amazon Web Services (AWS);APT;Docker;NuGet;Terraform
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Ubuntu
Windows
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models)
DeepSeek (R- Reasoning models);Meta Llama (all models)
DeepSeek (R- Reasoning models);Meta Llama (all models)
NA NA
Yes
Less than once every 2 - 3 months
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
No, not at all
About half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
No, it is stupid.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
AI tools won't became much more capable. AI generated code is fully un-trustable, so humans still need to review it anyway.
null
10
12,965
12,966
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;School (i.e., University, College, etc)
8
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Poor usability NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
800,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Python;SQL
C;C++;HTML/CSS;Java;Python;Rust;SQL
HTML/CSS;Java;Python;SQL
NA NA
Yes
Elasticsearch;MySQL
Redis
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Docker;Gradle;Maven (build tool);npm;Pacman;Pip;Yarn
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Digital Ocean;Firebase;Google Cloud;Kubernetes;Make;Pacman;Pip;Podman
Amazon Web Services (AWS);Ansible;APT;Pacman;Pip
NA NA
Yes
Angular;Spring Boot
Astro;Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;PyCharm;Sublime Text;Visual Studio Code
Android Studio;IntelliJ IDEA;Neovim;Notepad++;PyCharm;Sublime Text;Windsurf
IntelliJ IDEA;Neovim;Notepad++;PyCharm;Sublime Text
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows
GitHub;GitLab;Jira;Markdown File;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Substack;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
null
Debugging or fixing code
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
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, and I don't 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.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
9,299
6
12,966
12,967
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
null
Denmark
DKK Danish krone
950,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;pnpm;Prometheus;Terraform
Docker;Microsoft Azure;pnpm;Prometheus
Microsoft Azure;pnpm;Prometheus
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;React
ASP.NET Core;Next.js;React
ASP.NET Core;Next.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
NA NA
Stack Overflow;Reddit;Bluesky
Stack Overflow;Reddit;Bluesky
Stack Overflow;Reddit;Bluesky
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
I don’t use AI tools regularly
No, I do not have that as a common practice
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me 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
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Grasping the full extent of a problem, including factors that might not be captured directly in the codebase but may exist as ethical, practical or logistical concerns
147,744
9
12,967
12,968
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
14
Developer, full-stack
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Inefficient or time-costly 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
12
6
Austria
EUR European Euro
64,890
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;TypeScript
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;TypeScript
NA NA
Yes
SQLite
Cosmos DB;MongoDB;PostgreSQL;Redis;SQLite;Supabase
SQLite
NA NA
Yes
APT;Chocolatey;npm;Vite
APT;Cloudflare;Digital Ocean;Firebase;Kubernetes;Microsoft Azure;npm;Podman;Prometheus;Supabase;Vite
APT;npm;Vite
NA NA
Yes
React
ASP.NET Core;NestJS;React
React
NA NA
Yes
Rider;Visual Studio Code;WebStorm
Rider;Vim;Visual Studio Code;WebStorm
Rider;Visual Studio Code;WebStorm
NA Jetbrains AI & Junie
Tailwind CSS 4;Shadcn/ui
.NET 8 or higher;hostinger;RAG;Google Gemini
null
null
null
Pop!_OS
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;Markdown File;Obsidian
GitHub;Google Workspace;Markdown File;Obsidian
Markdown File;Obsidian
BitBucket, Toggl NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Upvote/Downvote Q&A posts NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
null
Deployment and monitoring
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
I’ve become less confident in my own problem-solving
Not yet, but I plan on doing it - at least for my own endeavors. You know, the get-rich scheme.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Write in the most significant challenge if not listed above:
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
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
'- Clean/Readable code (not exactly Uncle Bob's stuff), will be more useful than never to teach the freaking AIs that we, humans, still need to read the crap they output. So, we'll have to fix or change slightly the code; and fire the ones that are simply "committing/pushing" what AI outputs blindly. - Knowing different systems and deployment - the underlying tools that run software; and how to connect them. - Security! - What we were always bad at: explaining things clearly. - Know to relax over a coffee and talk to people more often to fully understand requirements to later translate them.
75,282
6
12,968
12,969
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
13
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
8
5
United States of America
USD United States dollar
145,000
Yes
C;C++;HTML/CSS;JavaScript;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
Datadog;Docker;MSBuild;Ninja;Pip
null
null
Cmake, bazel NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows
Ubuntu
Confluence;GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools daily
Unsure
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
Other (write in):
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
145,000
7
12,969
12,970
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
14
AI/ML engineer
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
5
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
44,500
Yes
PowerShell;Python;R;SQL
F#;PowerShell;Python;R;Rust;SQL;Mojo
PowerShell;Python;R;SQL
NA NA
Yes
Cosmos DB;DuckDB;SQLite
Cosmos DB;DuckDB;SQLite
Cosmos DB;DuckDB;SQLite
NA NA
Yes
Ansible;Docker;Microsoft Azure;Pip
Ansible;Docker;Microsoft Azure
Ansible;Docker;Microsoft Azure
uv uv
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;LangGraph;uv
Polars;Large Language Model;Pydantic;RAG;LangGraph;uv
Large Language Model;Pydantic;RAG;LangGraph;uv
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
Slite 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
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Business process automation;Data and analytics
Agent/multi-agent orchestration;Integration with external agents and APIs;Personalized agent creation
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
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
Redis;ChromaDB
null
LangChain;LangGraph
null
LangSmith
null
ChatGPT;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need quick help troubleshooting
The same as now except looking things up manually
60,583
8
12,970
12,971
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
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, embedded applications or devices
10,000 or more employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
46,000
Yes
Bash/Shell (all shells);C;C++;Python
C;C++;Python
C;C++;Python
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitLab;Jira
null
null
NA NA
GitHub (public projects, not private repos);YouTube;LinkedIn
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
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
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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):;I don’t think I’ll need help from people anymore
Ability to effectively learn from doing the job and not delegating it at all to something/someone else.
53,367
8
12,971
12,972
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
1
Russian Federation
RUB Russian ruble
2,400,000
Yes
Go;HTML/CSS;JavaScript;PHP;TypeScript
Go;HTML/CSS;JavaScript;PHP;Rust;TypeScript
Go;HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;pnpm;Vite;Yandex Cloud;Yarn
Docker;npm;pnpm;Prometheus;Vite;Yandex Cloud;Yarn
Docker;npm;pnpm;Vite;Yandex Cloud;Yarn
NA NA
Yes
Laravel
Laravel;Symfony;Vue.js
Laravel
NA NA
Yes
Neovim;Visual Studio Code
Neovim;Zed
Neovim
NA NA
Shadcn/ui
Tailwind CSS 4
null
null
null
Windows Subsystem for Linux (WSL)
Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
system design and architecture, understanding consumer/business requirements
30,623
6
12,972
12,973
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (10-19 hours per week)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
17
DevOps engineer or professional
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
Personal Project
Connected to an open-source project Security
Security or privacy concerns NA
Manufacturing
null
Yes
I have strongly considered changing my career and/or the industry I work in
10
4
Germany
EUR European Euro
62,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PHP;Python;SQL
Bash/Shell (all shells);Go;HTML/CSS;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;PHP;Python;SQL
NA NA
Yes
Elasticsearch;IBM DB2;MariaDB;Microsoft SQL Server;PostgreSQL;Redis
Elasticsearch;MariaDB;PostgreSQL
Elasticsearch;MariaDB;PostgreSQL
NA NA
Yes
Ansible;APT;Docker;Kubernetes;npm;Podman;Prometheus
Ansible;APT;Docker;Podman;Prometheus
Ansible;APT;Docker;Podman;Prometheus
NA NA
Yes
ASP.NET Core;Blazor;jQuery;Node.js;WordPress
ASP.NET Core;Blazor;WordPress
ASP.NET Core;Blazor;WordPress
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Neovim;Rider;Vim;VSCodium
Vim
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher
.NET 8 or higher
null
null
Ubuntu;Debian;Linux (non-WSL)
Linux (non-WSL);Red Hat
Confluence;Jira;Microsoft Planner
null
null
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models
DeepSeek (V- General purpose models);Meta Llama (all models);Perplexity Sonar models
DeepSeek (V- General purpose models);Meta Llama (all models);Perplexity Sonar models
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Yes, definitely
More than half the time
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
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
Solving complex problem and caring about security
71,929
null
12,973
12,974
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types)
8
Student
null
null
null
null
School
Reliability and low latency NA
Security or privacy concerns NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
4
7
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C#;C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;Kotlin;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;Kotlin;SQL;TypeScript
NA NA
Yes
H2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Dynamodb;Elasticsearch;H2;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Cockroachdb;Pocketbase
H2;Microsoft SQL Server;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Maven (build tool);npm;Pacman;Vercel
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Kubernetes;Maven (build tool);Netlify;npm;Pacman;Vercel
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Pacman;Vercel
NA NA
Yes
ASP.NET;Next.js;Node.js;React;Spring Boot
Deno;Next.js;Node.js;React;Ruby on Rails;Spring Boot
Next.js;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;Bolt;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code;WebStorm
Android Studio;Eclipse;IntelliJ IDEA;Neovim;Vim;Visual Studio;Visual Studio Code;WebStorm;Zed
Android Studio;Eclipse;IntelliJ IDEA;Neovim;Vim;Visual Studio;Visual Studio Code;WebStorm
NA NA
.NET 8 or higher;Tailwind CSS 4;Google Gemini;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4;hostinger;RAG
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
null
GitHub;Google Colab;Notion
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, but I plan to
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
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Code Analysis, Cyber Security, Backend Development
null
null
12,974
12,975
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
15
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Transportation, or Supply Chain
Other (please specify): 100% remote
No
I have transitioned into a new career and/or industry voluntarily
5
5
Thailand
EUR European Euro
105,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;Redis;SQLite;Supabase
MariaDB;PostgreSQL;SQLite;Supabase
MariaDB;PostgreSQL;SQLite;Supabase
NA NA
Yes
Cloudflare;Docker;Homebrew;Kubernetes;Maven (build tool);npm;Pip;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
Cloudflare;Docker;Homebrew;Maven (build tool);pnpm;Supabase;Vite
Cloudflare;Docker;Homebrew;Maven (build tool);pnpm;Supabase;Vite
Upsun NA
Yes
Astro;Express;jQuery;Laravel;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Svelte;WordPress
Astro;Laravel;Node.js;React;Spring Boot;Svelte
Astro;Laravel;Node.js;React;Spring Boot;Svelte
NA NA
Yes
IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Sublime Text;WebStorm;Windsurf
IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Sublime Text;WebStorm
IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Sublime Text;WebStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4;Odoo;RAG;Shadcn/ui;Ollama
Tailwind CSS 4
null
null
MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
solving complex problems and keeping a huge mental model in mind to prevent overlooking important details; requirements engineering & planning
121,815
7
12,975
12,976
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
19
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
Other (please specify): Vendor lock in
Manufacturing
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Finland
EUR European Euro
75,500
Yes
C++;Python
C++;Python
C++;Python
VHDL VHDL
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++;PyCharm;Visual Studio
Notepad++;PyCharm
Notepad++;PyCharm
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Markdown File;Miro
Azure Devops;Markdown File
Azure Devops;Markdown File
Polarion NA
Stack Exchange
Stack Exchange
Stack Exchange
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
null
null
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
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
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;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.
null
null
null
null
null
null
null
null
null
null
null
87,591
8
12,976
12,977
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
14
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
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)
14
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
6
2
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Elixir;JavaScript;Python;SQL
Bash/Shell (all shells);Elixir;Erlang;Python;Gleam
Bash/Shell (all shells);Elixir;Python
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker
Docker
Docker
Mix, Fly Mix, Fly
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Neovim;Visual Studio Code;VSCodium
Neovim
Neovim
NA NA
null
null
null
null
null
Arch
Arch
GitHub;Linear;Notion
GitHub;Notion;Obsidian
GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Ask a question 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
Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Debugging or fixing code;Testing code
null
Documenting code;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
No, I don't trust them enough to give into the vibes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;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.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding the code, debugging and how code works is the skill that is getting reduced slowly as vibe coding takes over and I believe it's the most valuable skill for developers
null
9
12,977
12,978
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
27
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
3
Romania
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Rust;SQL;Swift;TypeScript;Zig
Bash/Shell (all shells);C;C++;Go;Java;JavaScript;Kotlin;Lua;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);C;C++;Go;Java;JavaScript;Kotlin;Lua;Rust;SQL;Swift;TypeScript
NA NA
Yes
Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Firebase Realtime Database;MariaDB;MySQL;Supabase
Firebase Realtime Database;MariaDB;MySQL
NA NA
Yes
Cargo;Docker;Firebase;Gradle;Homebrew;Kubernetes;npm;Podman;Yarn
Cargo;Firebase;Homebrew;npm;Yarn
Cargo;Firebase;Homebrew;npm;Yarn
NA NA
Yes
jQuery;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Android Studio;Bolt;Claude Code;Cursor;Eclipse;IntelliJ IDEA;Neovim;RustRover;Vim;VSCodium;Xcode
Android Studio;IntelliJ IDEA;Neovim;RustRover;Vim
Android Studio;IntelliJ IDEA;Neovim;RustRover;Vim
NA NA
c++23;Google Gemini
c++23;Google Gemini
c++23;Google Gemini
null
null
MacOS;Android;iOS;Linux (non-WSL);ChromeOS
MacOS;Ubuntu;Android;iOS;Linux (non-WSL)
Azure Devops;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Redmine;Wikis
GitHub;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Wikis
GitHub;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;YouTube;Twitch;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Long-form articles;Videos;Logic games/puzzles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics
Learning about a codebase;Debugging or fixing code
Search for answers
null
AI solutions that are almost right, but not quite
partially
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
the creative part
null
9
12,978
12,979
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Books / Physical media
7
Developer, full-stack
null
null
null
No
Personal Project
Customizable and manageable codebase NA
Poor usability NA
Other:
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
8
4
Serbia
RSD Serbian dinar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;PHP;Python;Rust;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Composer;Digital Ocean;npm
Digital Ocean;Google Cloud;npm
Digital Ocean;npm
Oracle Cloud Infrastructure NA
Yes
Django;Laravel;Vue.js
Django;FastAPI;Flask;Laravel;React;Vue.js
Django;Laravel;Vue.js
NA NA
Yes
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Tailwind CSS 4;Polars;Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama;LangGraph
null
null
Ubuntu
Windows;Ubuntu
Trello
null
null
NA NA
null
null
null
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Sometimes, for specific not-so-complex tasks, where I can easily evaluate produced code.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Business process automation;Data and analytics
Language processing;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.
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.
I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
Llama Index;Ollama;LangChain;LangGraph
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Complex reasoning, creative problem solving.
null
8
12,979
12,980
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.)
9
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
18
Developer, mobile
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
0
Austria
EUR European Euro
68,880
Yes
JavaScript;Swift;TypeScript
Kotlin;Python;R;Swift;TypeScript
Swift;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Google Cloud
Google Cloud
Google Cloud
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Sublime Text;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code;Xcode
Sublime Text;Visual Studio Code;Xcode
NA NA
SwiftData;Google Gemini
SwiftData;Google Gemini
SwiftData;Google Gemini
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;GitLab;Jira;Miro;Trello
GitHub;GitLab;Jira;Trello
GitHub;GitLab;Jira;Trello
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
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;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Documenting code;Testing code;Generating content or synthetic data
Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
For creating the base - skeleton, yes, but just for speed purposes
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Grafana + Prometheus
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;When I need help fixing complex or unfamiliar code
Project management, mentoring, specific project knowledge
79,911
7
12,980
12,981
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
None of the above
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Coding Bootcamp
1
Developer, full-stack
null
null
null
null
Work
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
null
null
Nepal
NPR Nepalese rupee
100
Yes
HTML/CSS;Java;JavaScript;MicroPython;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;Kotlin;Lisp;Lua;MATLAB;OCaml;Perl;PHP;Prolog;R;Ruby;Rust;Scala;Swift;VBA;Zig;Mojo;Gleam
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code;VSCodium
Aider;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Windsurf;Xcode;Zed
null
NA NA
.NET 8 or higher;Tailwind CSS 4;hostinger;Odoo;Google Gemini
c++23;Polars;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Azure Devops;GitHub;GitLab;Stack Overflow for Teams
Airtable;Asana;Clickup;Coda;Confluence;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Trello;Wikis;YouTrack
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA NA
Yes
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
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
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
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code;Generating content or synthetic data
Project planning;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
i think 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.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
1
null
12,981
12,982
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
14
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);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
20
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,982
12,983
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)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
Engineering manager
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Other:
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Germany
EUR European Euro
90,000
Yes
Bash/Shell (all shells);C;C#;C++;Dart;Java;JavaScript;Kotlin;PHP;PowerShell;Python;SQL;Swift;TypeScript
null
null
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;PostgreSQL;SQLite;Cockroachdb
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Composer;Docker;Google Cloud;Kubernetes;pnpm;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
Express;jQuery;NestJS;Next.js;Node.js;React;Svelte;Vue.js
null
null
NA NA
Yes
Claude Code;Sublime Text;Visual Studio Code;Xcode
null
null
NA NA
Google Gemini
Large Language Model
null
null
null
Windows;MacOS;Arch;iPadOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code
Creating or maintaining documentation
Learning about a codebase;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, especially when starting a new script or project - it's really a good starting point to create a running version of a feature and start from there. Often AI makes very useful suggestions to the feature.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Breaking down the problems into smaller chunks, understand the workflows, communications with other devs.
104,413
10
12,983
12,984
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
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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Project manager
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Healthcare
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
2
Germany
EUR European Euro
null
Yes
Java;Perl;PowerShell;SQL;VBA
Java;Perl;PowerShell;Python;SQL
Java;Perl;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;Snowflake;SQLite
Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
Amazon Web Services (AWS);Microsoft Azure
Amazon Web Services (AWS);Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
Eclipse
Claude Code;Eclipse
Eclipse
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;YouTube;Company-sponsored forums
Stack Overflow;Reddit;YouTube;Company-sponsored forums
Stack Overflow;Reddit;YouTube;Company-sponsored forums
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
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
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,984
12,985
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
8
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,985
12,986
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)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
30
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives 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
null
null
Russian Federation
USD United States dollar
50,000
Yes
C#;JavaScript;PowerShell;Python;SQL;TypeScript
C#;JavaScript;PowerShell;Python;SQL;TypeScript
C#;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Kubernetes;MSBuild;npm;NuGet;Pip;Yandex Cloud;Yarn
Chocolatey;Docker;Kubernetes;MSBuild;npm;NuGet;Pip;Yandex Cloud;Yarn
Chocolatey;Docker;Kubernetes;MSBuild;npm;NuGet;Pip;Yandex Cloud;Yarn
NA NA
Yes
Angular;ASP.NET Core;FastAPI;NestJS;Next.js;Node.js
Angular;ASP.NET Core;FastAPI;NestJS;Next.js;Node.js;React
Angular;ASP.NET Core;FastAPI;NestJS;Next.js;Node.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
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
Less than once per month or monthly
Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Generating content or synthetic data
null
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Committing and reviewing code;Learning new concepts or technologies
Writing code;Search for answers
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I generate small parts of my code
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
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
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Write prompts properly. Plan tasks in a more global way
50,000
8
12,986
12,987
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
43
Developer, mobile
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
null
Dart;Java;Kotlin;Swift
Dart
Dart
NA NA
Yes
Cloud Firestore;Firebase Realtime Database
Cloud Firestore;Firebase Realtime Database
Cloud Firestore;Firebase Realtime Database
NA NA
Yes
Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);npm;Pip;Yarn
Chocolatey;Docker;Firebase
Chocolatey;Docker;Firebase
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js
Next.js;Node.js
Flutter Flutter
Yes
Android Studio;Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS
GitHub;Jira;Markdown File;Miro;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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 learn best practices;When I want to compare different solutions
Debugging and fixing AI code that some muppet sold to customers and then fucked off
null
7
12,987
12,988
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
32
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Prohibitive pricing NA
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
1
Spain
EUR European Euro
56,000
Yes
Bash/Shell (all shells);Go;JavaScript;PHP;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;PHP;PowerShell;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;PHP;PowerShell;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
No
null
null
null
NA NA
Yes
Laravel;React;Vue.js
Laravel;React;Svelte;Vue.js
Laravel;React;Vue.js
Gin Web Framework Gin Web Framework
Yes
PhpStorm;PyCharm;RustRover
PhpStorm;RustRover
PhpStorm;RustRover
GoLand GoLand
null
null
null
null
null
Windows;iOS
Windows;Ubuntu
GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
null
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
64,968
8
12,988
12,989
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
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);Blogs or podcasts;Stack Overflow or Stack Exchange
6
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Connected to an open-source project NA
Outdated or obsolete technology or features 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
5
Italy
EUR European Euro
30,000
Yes
C#;HTML/CSS;Java;JavaScript;Ruby;SQL
C#;HTML/CSS;Java;JavaScript;Ruby;SQL
C#;HTML/CSS;Java;JavaScript;Ruby;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Google Cloud;Netlify;npm;Vite
Digital Ocean;Google Cloud;Netlify;npm;Terraform;Vite
Google Cloud;Netlify;npm;Vite
Kamal Kamal
Yes
ASP.NET;ASP.NET Core;Astro;Blazor;Node.js;Ruby on Rails;Vue.js
ASP.NET;ASP.NET Core;Astro;Blazor;Node.js;Ruby on Rails;Vue.js
ASP.NET;ASP.NET Core;Astro;Blazor;Node.js;Ruby on Rails;Vue.js
NA NA
Yes
IntelliJ IDEA;Nano;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Nano;Neovim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Nano;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;Ubuntu;Debian;Linux (non-WSL);Pop!_OS
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira;Markdown File;Redmine
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
GitHub;GitLab;Jira;Markdown File;Redmine
NA NA
Stack Overflow;Stack Exchange;Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Bluesky;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;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
Somewhat trust
Very well at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Testing code;Deployment and monitoring
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
To a certain extent
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Patience, honour, integrity, consideration to others, kindness, friendliness, honesty, understanding, leadership
34,804
6
12,989
12,990
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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;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
10
DevOps engineer or professional
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Other (please specify): AI pushing
Manufacturing
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
9
7
Netherlands
EUR European Euro
39,312
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;PHP;Python;Rust;SQL;VBA;Visual Basic (.Net)
Bash/Shell (all shells);Kotlin;Python;Rust;SQL;Zig
Bash/Shell (all shells);Python;Rust;SQL
NA Haskell
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Django;jQuery;Axum
Ruby on Rails;Axum
Axum
NA NA
Yes
Rider;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Rider;RustRover;Vim;VSCodium
Rider;Vim;VSCodium
Helix Helix
.NET 8 or higher;Pydantic;uv
uv
uv
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Doxygen;GitHub;Markdown File
Doxygen;Markdown File
Doxygen;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;Discord;Bluesky
Stack Overflow;Stack Exchange;Discord;Bluesky
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Chat (people);Message Boards;Coding challenges;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
LMAO no, and it won't be. It's a trend I hope to see perish
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Anything requiring half a brain, AI will much too often hallucinate or regurgitate things that are going to cause subtle issues or sub-par performance for anything remotely resembling a niche
45,608
7
12,990
12,991
I am a developer by profession
25-34 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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
21
Data scientist
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Other:
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
6
2
Sweden
SEK Swedish krona
1,135,988
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;R;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;R;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;R;Rust;TypeScript
NA NA
null
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Make;npm;Pip;Yarn
Docker;Poetry
Docker
NA uv
Yes
jQuery;React
FastAPI;jQuery
jQuery
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
NA NA
Polars;Pydantic
Tailwind CSS 4;Polars;Ollama;uv
Polars
null
null
Ubuntu;Android;iOS;Linux (non-WSL);iPadOS
MacOS;Ubuntu;Linux (non-WSL)
Asana;Confluence;GitHub;Google Workspace;Jira
Clickup;GitHub;Google Workspace;Obsidian
GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;LinkedIn
NA NA
Yes
null
null
null
Glean, google/gemma NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Ollama;Zapier
null
null
null
ChatGPT;GitHub Copilot;Glean (Enterprise Agents)
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
119,076
9
12,991
12,992
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
36
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;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
38
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
17
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Omnis, React.js, Node.js, nest.js Omnis, React.js, Node.js, nest.js
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Gradle;npm;Vite;Webpack
Amazon Web Services (AWS);Composer;Docker;Gradle;npm;Vite;Webpack
Amazon Web Services (AWS);Composer;Docker;Gradle;npm;Vite;Webpack
NA NA
Yes
Laravel;NestJS;React;Symfony
Laravel;NestJS;React;Symfony
Laravel;NestJS;React;Symfony
NA NA
Yes
Android Studio;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Android Studio;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Android Studio;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Android;iOS;Linux (non-WSL)
null
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
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
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
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 need help fixing complex or unfamiliar code
Project overview, linking the parts to make the whole.
null
7
12,992
12,993
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
16
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
No
Work
Other (please specify): no AI integration or AI Agent capabilities
Other (please specify): AI integration or AI Agent capabilities
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
36,000
Yes
C;C#;C++;HTML/CSS;JavaScript;MicroPython;Python;SQL
C;C#;C++;HTML/CSS;MicroPython;Python;SQL
C;C#;C++;HTML/CSS;MicroPython;Python;SQL
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Node.js
jQuery;Node.js
jQuery;Node.js
Pyramid Pyramid
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio
Spyder, Theia IDE Spyder, Theia IDE
c++23
c++23
c++23
null
null
Windows
Windows;Debian
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per week
Other (write in):
Upvote/Downvote Q&A posts NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
What is is nonsense???????????????????????????
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
Other (please specify):
being intelligent to not use AI
41,765
9
12,993
12,994
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
35
Cloud infrastructure engineer
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
3
4
Italy
EUR European Euro
50,000
Yes
Go;HTML/CSS;Java;Python;SQL
null
null
NA NA
Yes
BigQuery;DuckDB;Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Digital Ocean;Docker;Google Cloud;Kubernetes;Make;Maven (build tool);Pip;Poetry;Prometheus;Terraform
null
null
dnf NA
Yes
Django;FastAPI;Flask;Spring Boot
null
null
htmx NA
Yes
IntelliJ IDEA;PyCharm;RustRover
null
null
goland NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
null
null
Linux (non-WSL);Fedora
null
GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
null
null
logseq NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
null
null
NA NA
Yes
Multiple times per day
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.)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning
Writing code;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;IT operations
Multi-platform search enablement
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
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;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to learn best practices
Flexibility
58,007
9
12,994
12,995
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
20
5
Thailand
EUR European Euro
142,000
Yes
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
NA NA
Yes
MySQL;Redis;Supabase
MySQL;Redis
MySQL;Redis
NA NA
Yes
APT;Bun;Docker;Homebrew;npm;Pip;pnpm;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
APT;Docker;Homebrew;npm;Pip;pnpm;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
APT;Docker;Homebrew;npm;Pip;pnpm;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Deno;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code;Zed
Cursor;Zed
Cursor;Zed
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows;MacOS;iOS;iPadOS
MacOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Deployment and monitoring;Learning new concepts or technologies
Project planning
null
Predictive analytics
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
I’m not a fan of the term "vibe coding" because agents often require a lot of "babysitting". It feels like a term used by developers who don’t fully understand what they're doing. You can usually tell when a project is heavily AI-generated...it often lacks polish and coherence. A better term might be "co-piloting" which reflects human involvement and proper review of the generated output.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;LanceDB;supabase
null
Vertex AI;LangChain
null
LangSmith
null
ChatGPT;GitHub Copilot;Google Gemini;v0.dev
Cursor
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Developers are best at thinking. "AI" is not really capable of thinking, despite what the media makes people believe. When I want to create an optimal solution I often need to guide the agent, it’s almost like manpower writing code for me
164,741
8
12,995
12,996
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
13
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
6
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;MATLAB;PowerShell;Python
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MATLAB;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;MATLAB;Python
NA NA
No
null
null
null
NA NA
Yes
Docker;npm;Pacman;Pip
Docker;npm;Pacman;Pip
Docker;npm;Pacman;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim
NA NA
null
null
null
null
null
Android;Debian;Linux (non-WSL);Arch
Windows;Linux (non-WSL)
GitHub;Google Colab;Google Workspace;Microsoft Planner;Obsidian
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Not sure
Rarely, almost never
No, but I plan to soon
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data
Learning about a codebase;Project planning;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
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 complex real-world problems and finding the optimal solutions using past experiences. Conveying complex problems to AI tools is difficult and even if properly conveyed, there is an issue of incorrect interpretation by AI.
null
null
12,996
12,997
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Fintech
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
10
Slovakia
EUR European Euro
34,190
Yes
Java;PHP;Python;SQL;TypeScript
Java;PHP;Python;SQL;TypeScript
Java;PHP;Python;SQL;TypeScript
NA NA
Yes
Firebase Realtime Database;InfluxDB;MariaDB;PostgreSQL
Firebase Realtime Database;InfluxDB;MariaDB;PostgreSQL;SQLite
Firebase Realtime Database;InfluxDB;MariaDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Express;jQuery;Node.js;React;Spring Boot
Angular;Express;jQuery;Node.js;Spring Boot
Angular;Express;jQuery;Node.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;PhpStorm;PyCharm;WebStorm
IntelliJ IDEA;PhpStorm;PyCharm;WebStorm
IntelliJ IDEA;PhpStorm;PyCharm;WebStorm
NA NA
null
null
null
null
null
Windows
Ubuntu
Asana;GitHub;Lucid (includes Lucidchart);Redmine;YouTrack
Asana;GitHub;Lucid (includes Lucidchart);Redmine;YouTrack
Asana;GitHub;Lucid (includes Lucidchart);Redmine;YouTrack
NA NA
Discord
Discord
Discord
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning about a codebase;Committing and reviewing code
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
null
39,665
4
12,997
12,998
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
28
Developer, full-stack
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
6
Canada
CAD Canadian dollar
null
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;VBA;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
null
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;WordPress
ASP.NET Core
ASP.NET Core
ASP (VBA + IIS) NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
null
null
null
null
Windows;iOS;iPadOS
Windows;iPadOS
GitHub;Microsoft Planner
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem analysis… a career of experience in seeing things from different perspectives.
null
8
12,998
12,999
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.)
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Stack Overflow or Stack Exchange
10
Data scientist
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
4
Slovenia
EUR European Euro
50,000
Yes
Bash/Shell (all shells);Java;Python;SQL
C;C#;C++;Lisp;Rust
null
NA NA
Yes
PostgreSQL;SQLite;Amazon Redshift
Dynamodb;Redis;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Pacman;Pip;Prometheus;Terraform
Firebase;Google Cloud
null
NA NA
Yes
FastAPI;Flask;React
Angular;ASP.NET;Django
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio
null
null
NA NA
Polars;Large Language Model;Amazon Bedrock;Pydantic;LangGraph
null
null
null
null
MacOS;Linux (non-WSL)
null
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Long-form articles;Videos;Coding challenges;Direct messaging of users;Chat (bot/AI)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Project planning;Committing and reviewing code
Debugging or fixing code;Deployment and monitoring
Learning about a codebase
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
no
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Business process automation;Data and analytics
Language processing;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have reduced the time spent on specific development tasks.
AI agents have 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
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
LangChain;Amazon Bedrock Agents;LangGraph
null
Grafana + Prometheus;Langfuse
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;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
Precision, good understanding of technologies, good communication with the team and non-dev people. Understanding of good coding practices
58,007
7
12,999
13,000
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;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
38
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
Easy-to-use API NA
Inefficient or time-costly NA
Transportation, or Supply Chain
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
2
3
Belgium
EUR European Euro
null
null
C#;Delphi;SQL
Delphi;SQL
Delphi;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;Oracle
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
Notepad++;Visual Studio
Notepad++
Notepad++
NA NA
.NET 8 or higher;Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Ubuntu;Linux (non-WSL)
Windows
Azure Devops;GitHub
Azure Devops
Azure Devops
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, definitely
Rarely, almost never
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;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Search for answers
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
programming, database design
null
5