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3,601
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
Attending school (part-time)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Coding Bootcamp
20
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Morocco
MAD Moroccan dirham
null
null
Delphi
Delphi
Delphi
NA NA
Yes
PostgreSQL;SQLite
Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
PostgreSQL;SQLite
Firebird Elastic
No
null
null
null
NA NA
Yes
jQuery;WordPress
jQuery;Ruby on Rails
jQuery
NA NA
Yes
null
null
null
NA NA
Delphi 12+ Athens
RAG;Delphi 12+ Athens
Delphi 12+ Athens
null
null
Android
Windows
GitLab;Wikis
GitLab;Wikis
GitLab;Wikis
Openproject NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet
null
Ollama NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (bot/AI)
Answer a question NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
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
null
It’s hard to understand how or why the code works
Yes
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions
null
null
9
3,601
3,602
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools 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)
15
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Fintech
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Singapore
SGD Singapore dollar
102,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;Rust;SQL;Swift;TypeScript;Mojo
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis;Clickhouse
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
Kafka Kafka
Yes
Amazon Web Services (AWS);APT;Cargo;Composer;Docker;Homebrew;Kubernetes;Microsoft Azure;NuGet;Pip;pnpm;Podman;Prometheus
APT;Cargo;Docker;Homebrew;Kubernetes;Microsoft Azure;NuGet;pnpm;Podman;Prometheus
APT;Cargo;Docker;Homebrew;Kubernetes;Microsoft Azure;NuGet;pnpm;Podman;Prometheus
fluxcd fluxcd
Yes
ASP.NET Core;Laravel;Next.js;React;Axum
ASP.NET Core;Next.js;React;Axum
ASP.NET Core;Next.js;React;Axum
NA NA
Yes
Neovim;Visual Studio Code;Xcode
Neovim;Visual Studio Code;Xcode
Neovim;Visual Studio Code;Xcode
Helix NA
Polars
Large Language Model;RAG
null
null
null
Windows;MacOS;iOS;Linux (non-WSL)
MacOS;Linux (non-WSL)
GitHub;Google Workspace;Jira;Notion;Obsidian
GitHub;Google Workspace;Notion;Obsidian
GitHub;Google Workspace;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Predictive analytics
null
null
Debugging AI-generated code is more time-consuming
No, not at all.
Yes, I use AI agents at work daily
Not at all or minimally
Decision intelligence
Language processing
null
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
null
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
All developer skills, but mainly the problem solving and design.
79,674
8
3,602
3,603
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 for my personal curiosity and/or hobbies
null
7
DevOps engineer or professional
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
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
270,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Lua;Python;Rust;TypeScript
Bash/Shell (all shells);C;C++;Elixir;Go;JavaScript;Kotlin;Lua;Rust;Zig
Bash/Shell (all shells);JavaScript;Lua;Rust
NA NA
No
null
null
null
NA NA
Yes
Gradle;MSBuild;npm;NuGet;pnpm
Amazon Web Services (AWS);Make
null
NA NA
Yes
Blazor;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;Neovim;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL);Arch
MacOS
Azure Devops;GitHub;Jira;Wikis
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Testing code;Creating or maintaining documentation
Project planning;Committing and reviewing code
Learning about a codebase;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Generating content or synthetic data
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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
Being able to debug and explain complex code.
270,000
9
3,603
3,604
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
15
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
6
Spain
EUR European Euro
50,000
Yes
HTML/CSS;Java;JavaScript;PHP;Python
HTML/CSS;Java;JavaScript;Python;TypeScript
HTML/CSS;Java;JavaScript;Python
NA NA
Yes
MariaDB
Dynamodb;MariaDB
MariaDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Pip;Vite
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Pip
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Pip
NA NA
Yes
jQuery;Node.js;React;Spring Boot
jQuery;Node.js;React;Spring Boot
jQuery;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Google Gemini
Amazon Bedrock;RAG;Google Gemini
Google Gemini
null
null
Windows
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Microsoft Planner;Notion
GitHub;GitLab;Notion
GitHub;GitLab;Notion
NA NA
YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Infrequently, less than once per year
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
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Learning new concepts or technologies
Project planning;Deployment and monitoring
Committing and reviewing code;Predictive analytics
Documenting code;Testing code;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
YES. Particularly for new scripts or languages that I do not master
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
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.
null
null
I am concerned about the accuracy of the information provided by AI agents.
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
GitHub MCP Server
Geminy gem's, agents built in GTP-chat, agents built in Claude, agents as extension in VSCode
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;AgentGPT
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;Other (please specify):
Understanding the problem and the workflow towards the solution
58,007
7
3,604
3,605
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
35
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
45
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Other (please specify): bugs
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
1
Israel
ILS Israeli new shekel
250,000
Yes
Java;SQL
Java;SQL
Java;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat trust
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
vibe coding is not part of my professional work
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
I don’t think I’ll need help from people anymore
I don't know what skills will remain valuable, if any.
73,536
10
3,605
3,606
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
7
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
10
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Healthcare
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
12
10
Germany
EUR European Euro
48,000
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Maven (build tool);Microsoft Azure;npm;Pip;Vite;Yarn
APT;Docker;Google Cloud;npm;Vite
APT;Docker;Google Cloud;npm;Vite
NA NA
Yes
Express;FastAPI;Flask;Node.js;Svelte;Vue.js
Express;Node.js;Svelte
Express;Node.js;Svelte
NA NA
Yes
Bolt;Cursor;IntelliJ IDEA;Lovable.dev;Visual Studio Code
Cursor;IntelliJ IDEA;Visual Studio Code
Cursor;IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows
Windows;MacOS
GitHub;Jira;Notion;Obsidian;Trello
GitHub;Notion;Obsidian
GitHub;Notion;Obsidian
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Testing code
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Sometimes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Bolt.new;Lovable.dev
Cursor
I don’t think I’ll need help from people anymore
null
55,687
10
3,606
3,607
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
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Fintech
Collaboration and support from a team Fully flexible/remote
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
3
Portugal
EUR European Euro
65,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;Snowflake;SQLite
PostgreSQL;SQLite
NA NA
Yes
Ansible;Docker;Make;Microsoft Azure;npm;Pip;Podman;Poetry
Ansible;Datadog;Docker;Make;Pip;Podman;Poetry
Ansible;Docker;Make;Pip;Podman;Poetry
NA NA
No
null
null
null
NA NA
Yes
Notepad++;PyCharm;Vim
Notepad++;PyCharm;Vim
Notepad++;PyCharm;Vim
NA NA
Large Language Model;Google Gemini
Large Language Model
Large Language Model
null
null
Ubuntu;Android;Linux (non-WSL)
Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
GitHub;Jira;Markdown File;Wikis
GitHub;Jira;Markdown File;Wikis
GitHub;Jira;Markdown File;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;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
Chat (people);Coding challenges;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Predictive analytics
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
Deployment and monitoring;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Never
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Soft skills, including overall and business understanding
75,410
9
3,607
3,608
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
13
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
null
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
3
Czech Republic
CZK Czech koruna
700,000
Yes
C#;Dart;Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Dart;Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Dart;Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
DuckDB;Elasticsearch;Microsoft SQL Server;Redis
DuckDB;Elasticsearch;Microsoft SQL Server;Redis
DuckDB;Elasticsearch;Microsoft SQL Server;Redis
NA NA
Yes
Ansible;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
Ansible;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
Ansible;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
NA NA
Yes
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Claude Code;Notepad++;Visual Studio;Visual Studio Code
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Windows
Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Microsoft Planner
Confluence;GitHub;GitLab;Jira;Microsoft Planner
Confluence;GitHub;GitLab;Jira;Microsoft Planner
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
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
Multiple times per day
Between 5 and 10 years
Daily or almost daily
null
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
null
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;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;I’ve become less confident in my own problem-solving;Other (write in):
Not yet. Our projects require deep knowledge of specific instruments and hardware, so it's impossible to use vibe coding at full scale.
Yes, I use AI agents at work weekly
Not at all or minimally
Business process automation;Data and analytics
Vector databases for AI applications;MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Qdrant;GitHub MCP Server;mem0
null
Ollama;Semantic Kernel
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
32,764
8
3,608
3,609
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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);Online Courses or Certification (includes all media types)
13
Developer, full-stack
500 to 999 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
6
Germany
EUR European Euro
83,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Go;TypeScript
Go;TypeScript
NA NA
Yes
H2;MongoDB;Oracle;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Splunk;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm;Vite
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm;Vite
NA NA
Yes
Angular;Express;Node.js;React;Spring Boot
Node.js;React
Node.js;React
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Neovim
IntelliJ IDEA
NA NA
Tailwind CSS 4;RAG
null
null
null
null
MacOS;Ubuntu;iOS
Windows;MacOS;iOS
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;Medium
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
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 weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Deployment and monitoring;Search for answers
Learning about a codebase;Debugging or fixing code;Committing and reviewing code
Project planning;Testing code
Predictive analytics;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I understand that vibe coding have no idea of code. If this is correct than it is not professional because it can lead to big security issues, unmaintainable code and a lot of night support calls what i dont want to have
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
To findout what the customer or po really want
96,292
5
3,609
3,610
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
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;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training;Blogs or podcasts
13
Developer, full-stack
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing 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
4
Switzerland
CHF Swiss franc
107,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Kotlin;Lua;Python;Ruby;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;PostgreSQL;Supabase
Databricks SQL;MongoDB;Neo4J;PostgreSQL;Redis
PostgreSQL
arangoDB arangoDB
Yes
Ansible;Docker;Microsoft Azure;npm;NuGet;Pip;pnpm;Podman;Prometheus;Webpack;Yarn
Ansible;Docker;Kubernetes;Make;Microsoft Azure;npm;NuGet;Pip;Prometheus;Splunk;Vite
Ansible;Docker;Microsoft Azure;npm;NuGet;Pip;Prometheus
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core;FastAPI;Next.js;React;Ruby on Rails;Vue.js
Angular;ASP.NET Core
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;Rider;Vim;Visual Studio Code;WebStorm
Cursor;Jupyter Notebook/JupyterLab;Rider;Vim;Visual Studio Code;WebStorm
Jupyter Notebook/JupyterLab;Rider;Vim;Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Markdown File;Obsidian
Confluence;GitHub;GitLab;Markdown File;Obsidian
Confluence;GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Predictive analytics
Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Not part of the professional work, as I can't guarantee what I am producing
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
High-level planning/architecture, taking the right decision considering all the inputs, people interactions (client, colleagues, ...)
132,672
6
3,610
3,611
I am a developer by profession
45-54 years old
Primary/elementary school
Employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools 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)
36
Developer, QA or test
Less than 20 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
15
3
Finland
EUR European Euro
80,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
C++;Lisp
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Docker;Homebrew;npm;Pip;pnpm;Podman;Vite
null
null
NA NA
Yes
Next.js;Node.js
null
null
NA NA
Yes
Vim
Vim
Vim
NA NA
null
null
null
null
null
Windows;MacOS;iOS;Debian
Windows;MacOS
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Coding challenges
Upvote/Downvote Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
no its 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.;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;When I’m stuck and can’t explain the problem
null
92,812
6
3,611
3,612
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
13
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
Availability of better alternatives NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
12
8
Peru
PEN Peruvian sol
370,000
Yes
Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Elixir;Go;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript;Zig
Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
NA NA
Yes
InfluxDB;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;InfluxDB;PostgreSQL;Redis;Snowflake;SQLite
InfluxDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Make;npm;Pip;pnpm;Poetry
Amazon Web Services (AWS);APT;Bun;Cargo;Cloudflare;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Pip;pnpm
Amazon Web Services (AWS);Docker;Homebrew;Make;npm;Pip;pnpm
uv uv
Yes
FastAPI;Flask;Svelte
Django;FastAPI;Flask;Svelte
FastAPI;Flask;Svelte
gorilla gorilla
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS
GitHub;GitLab;Jira;Monday.com;Notion;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
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.
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
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
Innovation
103,088
8
3,612
3,613
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
12
Developer, back-end
500 to 999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
3
Sri Lanka
LKR Sri Lankan rupee
12,854,920
Yes
Groovy;HTML/CSS;Java;JavaScript;Python;Swift
Groovy;HTML/CSS;Java;JavaScript;Python;Swift
Groovy;HTML/CSS;Java;JavaScript;Python;Swift
Ballerina Ballerina
Yes
Dynamodb;Amazon Redshift
Dynamodb;Amazon Redshift
Dynamodb;Amazon Redshift
NA NA
Yes
APT;Docker;Gradle;Homebrew;npm
APT;Docker;Gradle;Homebrew;npm
APT;Docker;Gradle;Homebrew;npm
Choreo, Asgardeo, Devant NA
Yes
Astro;Express
Astro;Express
Astro;Express
NA NA
Yes
Cursor;IntelliJ IDEA;Vim;Visual Studio Code
Cursor;IntelliJ IDEA;Vim;Visual Studio Code
Cursor;IntelliJ IDEA;Vim;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
MacOS
MacOS
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;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;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
null
null
Documenting code;Generating content or synthetic data
Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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 need help fixing complex or unfamiliar code
null
42,813
8
3,613
3,614
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
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Cloud infrastructure engineer
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
Robust and complete API NA
Security or privacy concerns NA
Insurance
null
No
I have neither consider or transitioned into a new career or industry
15
4
Germany
EUR European Euro
57,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Rust;SQL;TypeScript
Rust;SQL;TypeScript
Rust;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Bun;Cargo;Docker;Gradle;Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Pip;pnpm;Vite
Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Vite
Cargo;Docker;Homebrew;Kubernetes;Vite
Deno, OpenTofu Deno
Yes
Angular;Deno;NestJS;Node.js;React;Svelte;Axum
Deno;React;Svelte;Axum
Deno;React;Svelte;Axum
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
Raycast Raycast
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu
Confluence;GitLab;Jira
Confluence;GitHub;Jira
Confluence;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);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
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
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
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Problem solving
66,128
null
3,614
3,615
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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
2
Developer, front-end
500 to 999 employees
null
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
JavaScript
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Express
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu
Confluence;GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
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
Videos;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Deployment and monitoring
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
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 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
Reading code
null
6
3,615
3,616
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
7
Academic researcher
null
null
null
null
School
Easy-to-use API NA
Poor usability NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
2
South Africa
ZAR South African rand
6,500
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C;C#;C++;Elixir;HTML/CSS;Java;JavaScript;MATLAB;PowerShell;Python;R;Ruby;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
BigQuery;Cloud Firestore;Dynamodb;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Chocolatey;Docker;Firebase;Gradle;Heroku;Maven (build tool);Netlify;npm;Pip;pnpm;Supabase;Vercel;Webpack;Yarn
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;Make;Maven (build tool);Netlify;npm;Pip;pnpm;Railway;Supabase;Vercel;Vite;Webpack;Yarn
Chocolatey;Docker;Firebase;Gradle;Heroku;Maven (build tool);Netlify;npm;Pip;pnpm;Supabase;Vercel;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;Deno;Django;Express;FastAPI;Fastify;Flask;jQuery;Next.js;Node.js;React;Spring Boot;Svelte;Vue.js
Deno;Django;Express;FastAPI;Fastify;Flask;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Svelte;Vue.js
Deno;Django;Express;FastAPI;Fastify;Flask;Next.js;Node.js;React;Spring Boot;Svelte;Vue.js
NA NA
Yes
Android Studio;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;Cursor;IntelliJ IDEA;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Google Colab
GitHub;GitLab;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once per month or monthly
Chat (people)
Answer a question NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Committing and reviewing code;Search for answers
Learning about a codebase;Writing code;Testing code;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code
Deployment and monitoring
Project planning;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Not really, vibe coding is not a great way of solving problems in large project setups.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Thinking and solving complex problems.
366
8
3,616
3,617
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
15
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;Go;Java;JavaScript;Kotlin;PowerShell;Rust;SQL;TypeScript
C#;Elixir;Kotlin;Rust;Scala;TypeScript;Gleam
C#;Kotlin;Rust;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite
NA NA
Yes
Cargo;Chocolatey;Cloudflare;Docker;Gradle;Maven (build tool);MSBuild;npm;Pacman;pnpm;Vite
Cargo;Cloudflare;Gradle;pnpm;Vite
Cargo;Cloudflare;Gradle;pnpm;Vite
NA NA
Yes
Node.js
Node.js
Node.js
Solid.js Solid.js
Yes
Android Studio;IntelliJ IDEA;Nano;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Xcode
Android Studio;IntelliJ IDEA;Rider;RustRover;WebStorm
Android Studio;IntelliJ IDEA;Rider;RustRover;WebStorm
Micro Micro
null
null
null
null
null
Windows;Arch
Windows
GitHub;GitLab;Markdown File;Obsidian;Wikis;YouTrack
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Chat (people);Message Boards;Job board
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
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;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, and vibe coding is not real software development.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Architecting a codebase with experience to forsee and avoid issues before they happen.
null
null
3,617
3,618
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
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
Other online resources (e.g. standard search, forum, online community)
25
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Germany
EUR European Euro
59,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Composer;Docker;Homebrew
Composer;Docker;Homebrew
Composer;Docker;Homebrew
NA NA
Yes
jQuery;Node.js;Symfony
jQuery;Node.js;Symfony
jQuery;Node.js;Symfony
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PhpStorm;Vim
IntelliJ IDEA;Nano;Notepad++;PhpStorm;Vim
IntelliJ IDEA;Nano;Notepad++;PhpStorm;Vim
NA NA
null
null
null
null
null
MacOS;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Pop!_OS
GitHub;GitLab;Redmine
GitHub;GitLab;Redmine
GitHub;GitLab;Redmine
Meistertask Meistertask
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Message Boards;Coding challenges;Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring
Writing code;Documenting code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No. I need to know my code. I cant let KI do this all alone, without checking and understanding the results.
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.;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 fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding the own code and writing clean code
68,449
6
3,618
3,619
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
4
Developer, full-stack
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
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Kenya
KES Kenyan shilling
null
Yes
C#;HTML/CSS;JavaScript;PHP;Python;SQL
C#;HTML/CSS;JavaScript;Python;SQL
C#;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Cassandra;Elasticsearch;Microsoft SQL Server;MySQL;Redis
Cassandra;Elasticsearch;Microsoft SQL Server;Redis
Cassandra;Elasticsearch;Microsoft SQL Server;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Digital Ocean;Docker;Microsoft Azure;NuGet;Pip
Amazon Web Services (AWS);Docker;Microsoft Azure;NuGet;Pip
Amazon Web Services (AWS);Docker;Microsoft Azure;NuGet;Pip
NA NA
Yes
ASP.NET;ASP.NET Core;Flask;Laravel
ASP.NET Core;Flask
ASP.NET Core;Flask
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Large Language Model
null
null
null
null
Ubuntu;Debian;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Message Boards;Coding challenges;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
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No. Vibe coding will result in code that is hard to debug and producing code you do not understand. Code reviews are a nightmare
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Data and analytics;Customer service support;Marketing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the 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 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
Creativity - AI still cannot by itself design creative solutions to problems. Problem solving - Complex problems require a problem solver, one who can find a way out through seemingly impossible problems
null
null
3,619
3,620
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Developer, front-end
10,000 or more employees
Individual contributor
Remote
No
null
null
null
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
8
6
India
INR Indian rupee
6,500,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
PowerShell;Python;SQL
null
NA NA
No
null
null
null
NA NA
Yes
Homebrew;Microsoft Azure;MSBuild;npm;NuGet;Vercel;Webpack
Cloudflare
null
NA NA
Yes
Express;Next.js;Node.js;React
Nuxt.js
null
NA NA
Yes
Bolt;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
MacOS;Android
Windows
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File;Notion
GitLab
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Project planning;Deployment and monitoring
null
Learning about a codebase
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
null
75,556
7
3,620
3,621
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
null
null
Greece
EUR European Euro
null
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not really
null
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
null
Absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
3,621
3,622
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
5
Sweden
SEK Swedish krona
871,200
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;OCaml;TypeScript
Bash/Shell (all shells);Erlang;Go;HTML/CSS;JavaScript;Kotlin;Lua;OCaml;Prolog;Rust;TypeScript;Zig;Gleam
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;OCaml;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;SQLite;Valkey
InfluxDB;PostgreSQL;SQLite;Clickhouse;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;Make;npm;pnpm;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Terraform
nix nix
Yes
React;Svelte
Astro;Deno;Svelte
Svelte
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL);NixOS
MacOS;Linux (non-WSL)
GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Writing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
null
Debugging AI-generated code is more time-consuming;Other (write in):
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Actually write correct code
91,321
6
3,622
3,623
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
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;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
7
Data scientist
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Insurance
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
7
Switzerland
CHF Swiss franc
null
Yes
C#;Go;HTML/CSS;Java;JavaScript;Python;TypeScript
null
null
NA NA
Yes
Databricks SQL;DuckDB;Microsoft SQL Server;PostgreSQL
Neo4J
null
NA NA
Yes
Chocolatey;Cloudflare;Maven (build tool);Microsoft Azure;npm;Terraform
Poetry
null
NA NA
Yes
Angular;FastAPI;Flask;Node.js
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Cursor
null
NA NA
Polars;Google Gemini
RAG;Microsoft Fabric
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira;Markdown File;Miro
Notion
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring
null
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, even if I am vibe coding in a foreign language to the ones I’m used to, the entire output is reviewed by colleagues proficient in that language.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Data and analytics
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
6
3,623
3,624
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
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);Online Courses or Certification (includes all media types)
40
Developer, full-stack
20 to 99 employees
People manager
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
null
Greece
EUR European Euro
45,000
Yes
C#;Delphi;HTML/CSS;Java;SQL
C#;SQL
C#;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
Windows;Android
GitHub;Wikis
GitHub;Wikis
GitHub;Wikis
NA NA
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
null
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I need help fixing complex or unfamiliar code
null
52,207
7
3,624
3,625
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
4
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
null
null
null
null
Software Development
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Pakistan
USD United States dollar
null
Yes
C#;HTML/CSS;JavaScript;Python;TypeScript
C#;HTML/CSS;JavaScript;Python;TypeScript
C#;HTML/CSS;JavaScript;Python;TypeScript
NA NA
null
MySQL
MongoDB
null
NA NA
null
Firebase;Microsoft Azure;Vercel
Microsoft Azure;Vercel
Microsoft Azure;Vercel
NA NA
null
AngularJS;ASP.NET;ASP.NET Core;Django;Express;Flask;Node.js;React
Node.js;React;Vue.js
Node.js;React
NA NA
null
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
null
null
GitHub;GitLab;Google Workspace
Azure Devops;GitHub;GitLab;Google Workspace
GitHub;GitLab;Google Workspace
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
3,625
3,626
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
18
Developer, front-end
100 to 499 employees
People manager
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
Fintech
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
14
null
Czech Republic
CZK Czech koruna
1,380,000
Yes
HTML/CSS;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);npm;Webpack
Amazon Web Services (AWS);npm;Webpack
Amazon Web Services (AWS);npm;Webpack
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
Google Gemini
Tailwind CSS 4;Google Gemini
Google Gemini
null
null
MacOS;iOS
MacOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
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
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor 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;Learning new concepts or technologies
Project planning
null
null
null
I’ve become less confident in my own problem-solving
No, still dominate traditional programming techniques
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;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 solve complex problems more effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;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
soft skills
64,592
7
3,626
3,627
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
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
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
2
Lithuania
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;PowerShell;SQL
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB
Redis
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Prometheus
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
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
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data
Search for answers
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
3,627
3,628
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Other (please specify):
100 to 499 employees
null
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
3
5
France
EUR European Euro
80,000
Yes
HTML/CSS;Java;JavaScript
HTML/CSS;Java;JavaScript;Python
HTML/CSS;Java;JavaScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Jakarta Server Faces Jakarta Server Faces
Yes
Notepad++;Vim
Notepad++;Vim
Notepad++;Vim
Netbeans Netbeans
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;Debian
Windows
GitHub
GitHub
GitHub
NA NA
Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Writing code;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code
Search for answers
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 yet
No, but I plan to
Yes, to a great extent
null
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;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.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;I don’t think I’ll need help from people anymore
Architecturing, foresight, stack choice given the context, management and coordination of software development : especially the management of AI tooling, quality assessments, hr
92,812
null
3,628
3,629
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
36
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
34
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
null
null
null
9
3,629
3,630
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
15
Developer, full-stack
null
null
null
No
Personal Project
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Lebanon
USD United States dollar
null
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript
null
null
NA NA
Yes
MariaDB
null
null
NA NA
Yes
Podman
null
null
NA NA
Yes
Express;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian;Linux (non-WSL)
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
3,630
3,631
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
2
Student
null
null
null
null
School
Customizable and manageable codebase NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python
Ada;Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python
NA NA
Yes
MySQL;PostgreSQL
Cassandra;MongoDB;PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Docker;Firebase;Google Cloud;npm;Pip;pnpm;Railway;Supabase;Vercel;Vite;Webpack
Docker;Firebase;Google Cloud;Kubernetes;npm;Pip;pnpm;Railway;Supabase;Vercel;Vite;Webpack
Docker;Firebase;Google Cloud;npm;Pip;pnpm;Railway;Supabase;Vercel;Vite;Webpack
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React
Deno;Django;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React;Spring Boot;Vue.js
Express;FastAPI;Next.js;Node.js;React
NA NA
Yes
Android Studio;Bolt;Cursor;Nano;Neovim;Visual Studio;Visual Studio Code;WebStorm;Windsurf
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Windsurf
Android Studio;Cursor;Nano;Neovim;Visual Studio;Visual Studio Code;Windsurf
NA NA
c++23;Large Language Model;Google Gemini;Shadcn/ui
c++23;Large Language Model;RAG;Google Gemini;Shadcn/ui
c++23;Large Language Model;Google Gemini;Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
null
GitHub;Google Colab;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (R- 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)
NA NA
Yes
Daily or almost daily
Less than one year
A few times per month or weekly
Chat (people);Videos;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Predictive analytics
Testing code
Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies
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, 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.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Cyber Security , Code Reviewing , Testing and Debugging , System and Schema Designing
null
null
3,631
3,632
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
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
24
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
Lack of or sub-par API NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
1
Denmark
DKK Danish krone
1,000,000
Yes
Bash/Shell (all shells);C#;Delphi;PowerShell;SQL
Bash/Shell (all shells);Delphi;PowerShell;SQL
Bash/Shell (all shells);Delphi;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
Sybase Sybase
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;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
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Not being cloud-enabled for security reasons. Being able to describe problems/workflows logically
155,521
6
3,632
3,633
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Coding Bootcamp;Books / Physical media
27
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Fintech
null
I'm not sure
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
null
Yes
Java;Scala;SQL
Java;Rust;Scala;SQL
Java;Scala;SQL
NA NA
Yes
Snowflake
Databricks SQL
null
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Google Colab
Google Colab
Google Colab
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
null
Multiple times per day
Between 10 and 15 years
Multiple times per day
Chat (bot/AI)
Use discussion or chat feature NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
null
null
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation
Agent/multi-agent orchestration
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
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
ChromaDB
null
Llama Index;Ollama;LangChain
null
LangSmith
null
GitHub Copilot;Amazon Codewhisperer
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
100%
null
10
3,633
3,634
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
25
Senior executive (C-suite, VP, etc.)
Less than 20 employees
null
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;R;SQL
null
null
NA NA
Yes
MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Django;FastAPI;jQuery
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;RAG
null
null
null
null
iOS
MacOS;Ubuntu
Doxygen;GitHub;Markdown File;Trello
Google Colab
null
NA NA
GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Search for answers;Learning new concepts or technologies
Documenting code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
3,634
3,635
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools 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);Stack Overflow or Stack Exchange;Books / Physical media
17
Developer, back-end
20 to 99 employees
Individual contributor
In-person
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
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
China
CNY Chinese Yuan Renminbi
600,000
Yes
Bash/Shell (all shells);C;C#;C++;Fortran;Python
Bash/Shell (all shells);C;C++;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Python
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim
Vim
Vim
NA NA
null
null
null
null
null
Ubuntu;Debian;Arch
Ubuntu;Debian
GitHub;Google Colab;Jira;Notion;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Good, but not great at handling complex tasks
Debugging or fixing code
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Testing code;Committing and reviewing code
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
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 daily
Yes, to a great extent
Software engineering
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT
grok
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
83,571
6
3,635
3,636
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
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
8
Developer, desktop or enterprise applications
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
Reliability and low latency NA
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
7
3
Lithuania
EUR European Euro
4,400
Yes
C#;Python;TypeScript
null
null
NA React
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Architecture engineering
5,105
8
3,636
3,637
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
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;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
15
Developer, back-end
null
null
null
No
Work
Reputation for quality NA
Prohibitive pricing NA
Banking/Financial Services
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
3
Slovenia
EUR European Euro
140,000
Yes
C++;Java;Python
Java;Python
Java;Python
Julia Julia
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible
Amazon Web Services (AWS);Ansible
Amazon Web Services (AWS);Ansible
NA NA
Yes
Flask
Flask
Flask
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Neovim;PyCharm;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Neovim;PyCharm;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Neovim;PyCharm;Vim;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
Ubuntu
Ubuntu
GitHub
GitHub
GitHub
NA NA
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)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 5 and 10 years
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
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
why not, if the case is suitable
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Seeing the bigger picture. Understanding entire context.
162,421
9
3,637
3,638
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
35
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
Availability of better alternatives presence of ai when it is not needed
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
3
2
Finland
EUR European Euro
66,000
Yes
Java;JavaScript;PHP;Ruby;SQL
Delphi;Java;Ruby;Rust
Java;Ruby
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Docker;Maven (build tool);Microsoft Azure;Terraform
null
null
NA NA
Yes
null
null
null
Vaadin, Sinatra Vaadin
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows
Azure Devops;Confluence;GitHub;Markdown File;Miro;Wikis
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
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
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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 learn best practices;When I need help fixing complex or unfamiliar code
the ability to understand what the end product should be, the ability to think ahead of the directions of change, and the ability to write human-friendly code
76,570
5
3,638
3,639
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.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
30
Other (please specify):
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Fulfills its purpose
Security or privacy concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
16
6
Germany
EUR European Euro
90,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;PowerShell
null
null
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Docker;Heroku;Kubernetes;Make;Microsoft Azure;MSBuild;NuGet;Pip;Terraform
Ansible
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Microsoft Planner;Miro;Wikis
null
null
Conceptboard NA
LinkedIn;Substack
null
null
NA NA
null
openAI GPT (chatbot models)
null
null
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.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Generating content or synthetic data
null
Writing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
Yes it is
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.;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:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;Other (please specify):
Understanding the code, understanding the intent of the code - what are we trying to solve? Is this code really necessary?
104,413
null
3,639
3,640
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.)
Employed
Volunteering (regularly)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
12
Other (please specify):
20 to 99 employees
People manager
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Security or privacy concerns NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
12
6
United States of America
USD United States dollar
34,000
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Lua;Python;Zig
Bash/Shell (all shells);Python
NA Hare
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Pacman;Podman
Kubernetes
null
Nix Nix
No
null
null
null
NA NA
Yes
Neovim
Cursor;Neovim;Windsurf
Neovim
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Linux (non-WSL);Arch;NixOS
Windows;Linux (non-WSL);Arch
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Substack
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 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Writing code;Committing and reviewing code;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Creating or maintaining documentation
null
I don’t use AI tools regularly;I haven’t encountered any problems
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;Other (please specify):
Problem solving
34,000
null
3,640
3,641
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Games or coding challenges
8
Developer, mobile
500 to 999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
India
INR Indian rupee
1,000,000
Yes
Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Python;Ruby;Swift;Visual Basic (.Net)
Python
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Oracle;SQLite
Databricks SQL;Dynamodb;PostgreSQL
null
aws, azure NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Gradle;Homebrew;Microsoft Azure;npm;Yarn
Amazon Web Services (AWS);Pip
Amazon Web Services (AWS)
NA NA
Yes
Angular;Express;jQuery;Node.js;React;Vue.js;WordPress
Flask;Next.js;Nuxt.js
null
NA NA
Yes
Android Studio;Bolt;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS;iPadOS
MacOS;Android;iPadOS
Azure Devops;GitHub;Google Colab;Google Workspace;Jira;Trello
null
null
Jenkins NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Chat (bot/AI)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Predictive analytics
null
Learning about a codebase;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, sometimes vibe-coding is better than writing it myself as I only care about effectively reducing time.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
null
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me 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 helped me solve complex problems more effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
ChromaDB
null
Vertex AI;AutoGen (Microsoft)
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;Perplexity;Bolt.new
null
I don’t think I’ll need help from people anymore
AI can go 90% of the way but the remaining 10% is needed to be done by the developer therefore I don't think that AI can replace humans, it's there to make things happen faster and more efficient
11,624
8
3,641
3,642
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
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);Blogs or podcasts
22
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Healthcare
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);HTML/CSS;PHP;SQL;TypeScript
C#;F#;HTML/CSS;SQL;TypeScript
HTML/CSS;SQL;TypeScript
NA NA
Yes
MariaDB
PostgreSQL;SQLite
null
NA NA
Yes
Composer;Datadog;Docker;Make;npm
Datadog;Docker
Datadog;Docker
NA NA
Yes
React;Symfony
ASP.NET Core;React;Vue.js
React
NA NA
Yes
Neovim;PhpStorm
Neovim;Rider
Neovim
NA NA
null
null
null
null
null
Linux (non-WSL)
MacOS;Ubuntu
Confluence;Miro;Obsidian;Wikis
Miro;Obsidian;Wikis
Miro;Obsidian;Wikis
NA NA
Stack Overflow;Slack (public channels, not work);LinkedIn
Stack Overflow;Slack (public channels, not work)
Stack Overflow;Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
No, not really
null
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
6
3,642
3,643
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 (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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);Blogs or podcasts;Stack Overflow or Stack Exchange
18
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Other (please specify): no breaking changes
Prohibitive pricing NA
Energy
Other (please specify): work life balance
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Poland
PLN Polish zloty
300,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
Go;Rust
null
NA NA
Yes
Cosmos DB;MariaDB;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
Yes
Cloudflare;Docker;Microsoft Azure;npm;NuGet;Webpack
null
null
NA NA
Yes
Angular;ASP.NET Core;Astro;Express;Node.js;WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;RAG
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
Azure Devops;Markdown File;Trello
Azure Devops;Markdown File;Trello
Azure Devops;Markdown File;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Job board
Comment on Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Somewhat
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
idk
81,870
10
3,643
3,644
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
12
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
Easy-to-use API NA
null
Banking/Financial Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
1
1
India
INR Indian rupee
2,300,000
Yes
C#;JavaScript;PowerShell;SQL;TypeScript
C#;JavaScript;SQL;TypeScript;Zig
C#;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;Redis
Cosmos DB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Cosmos DB;Microsoft SQL Server;Redis
NA NA
Yes
Datadog;Docker;Microsoft Azure;MSBuild;npm;NuGet;Prometheus;Vite;Webpack
Cloudflare;Datadog;Microsoft Azure;npm;NuGet;Prometheus;Vite
Datadog;Microsoft Azure;npm;NuGet;Prometheus;Vite
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Node.js
Angular;ASP.NET Core;Blazor;Deno
Angular;ASP.NET Core;Blazor
.NET .NET
Yes
Notepad++;Visual Studio;Visual Studio Code
Cursor;Notepad++;Visual Studio;Visual Studio Code;Zed
Notepad++;Visual Studio;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Tailwind CSS 4;Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer 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
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Testing code
Deployment and monitoring
Documenting code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
very rarely, mostly use AI as a support
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Integration with external agents and APIs
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time 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.
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
GitHub MCP Server
null
Ollama;Semantic Kernel
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
expertise in tech
26,735
6
3,644
3,645
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
14
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
14
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
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
8
0
Switzerland
CHF Swiss franc
81,900
Yes
JavaScript;SQL
JavaScript;SQL
JavaScript;SQL
Coldfusion Coldfusion
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Trello
GitHub;Trello
GitHub;Trello
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 10 and 15 years
Less than once per month or monthly
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
null
Search for answers
AI solutions that are almost right, but not quite
-
No, and I don't 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.;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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I need help fixing complex or unfamiliar code
Discussing something face-to-face
101,550
9
3,645
3,646
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
27
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
5
null
United States of America
USD United States dollar
null
Yes
Ada;Assembly;Bash/Shell (all shells);C;Python
Ada;Assembly;Bash/Shell (all shells)
Ada;Assembly;Bash/Shell (all shells)
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
MacOS;Ubuntu;iOS
Windows
Doxygen;GitLab;Jira
Doxygen;GitHub;GitLab;Jira
Doxygen;GitLab;Jira
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
No, not at all
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Other (write in):
Writing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Thinking outside the box
null
7
3,646
3,647
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
42
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
32
Developer, desktop or enterprise applications
null
null
null
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Energy
null
No
I have somewhat considered changing my career and/or the industry I work in
15
3
Netherlands
EUR European Euro
null
Yes
Assembly;Delphi
Delphi;PHP
Delphi
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Interbase Interbase
No
null
null
null
NA NA
Yes
WordPress
WordPress
WordPress
NA TMS Web Core
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;Android
Windows
null
null
null
NA NA
Stack Overflow
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
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
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
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’m stuck and can’t explain the problem
Analyzing and optimizing business processes
null
null
3,647
3,648
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
3
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
2,300,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
NA NA
Yes
MongoDB;MySQL;SQLite
Cassandra;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;MySQL;SQLite
NA NA
Yes
Digital Ocean;Firebase;npm;Webpack;Yarn
Ansible;Cloudflare;Digital Ocean;Firebase;npm;Webpack;Yarn
Digital Ocean;Firebase;npm;Webpack;Yarn
NA NA
Yes
Django;Express;jQuery;Next.js
Django;Express;jQuery;NestJS;Next.js;React
Django;Express;jQuery;Next.js
NA NA
Yes
Android Studio;Nano;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
Ubuntu
Ubuntu;NixOS
GitHub;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers
Writing code;Testing code;Predictive analytics;Generating content or synthetic data
Project planning;Documenting code;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
Vibe coding is coding for a purpose to fulfil our learning goals along with creating, contributing something good towards the society.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
It's better to learn all the foundations first and then use AI to make your work faster. If you have a doubt in understanding a single line of code, its better to revisit and learn that else it will create a limbo which is pretty hard to escape in production enviornment.
26,735
8
3,648
3,649
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)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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;Blogs or podcasts;Stack Overflow or Stack Exchange
30
Cybersecurity or InfoSec professional
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
25
10
United States of America
USD United States dollar
225,000
Yes
C#;C++;Go;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
C#;C++;Go;JavaScript;Python;SQL;TypeScript
C#;C++;Go;JavaScript;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;Microsoft SQL Server;MongoDB;MySQL;SQLite
BigQuery;Cloud Firestore;Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
BigQuery;Cloud Firestore;Microsoft SQL Server;MongoDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;pnpm;Prometheus;Yarn
Cloudflare;Docker;Firebase;Google Cloud;Homebrew;IBM Cloud;Kubernetes;MSBuild;New Relic;npm;NuGet;Pip;pnpm;Splunk
Docker;Firebase;Google Cloud;Homebrew;Kubernetes;MSBuild;npm;NuGet;Pip;pnpm
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Drupal;Express;jQuery;Next.js;Node.js;React;WordPress
Angular;ASP.NET Core;Express;jQuery;Node.js;React;WordPress
Angular;ASP.NET Core;Express;jQuery;Node.js;React;WordPress
NA NA
Yes
Android Studio;Eclipse;Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code;Xcode
Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;Debian;iPadOS;Fedora
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;iPadOS;Red Hat;Fedora;NixOS
Confluence;GitHub;GitLab;Jira;Miro;Monday.com;Trello
Confluence;GitHub;Jira;Miro;Stack Overflow for Teams;Trello
Confluence;GitHub;Jira;Miro;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose 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 month or weekly
Message Boards;Long-form articles;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Documenting code;Testing code;Committing and reviewing code
Project planning
Generating content or synthetic data
Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Absolutely. It's a must for starting out code bases.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Decision intelligence;IT operations;Data and analytics;Cybersecurity
Language processing
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
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
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
IBM watsonx.ai
null
New Relic;Snyk
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Prompt engineering, understanding various LLMs, and strong understanding of problems and processes of specific verticals such as Retail, T/L, Warehouse, and Medical.
225,000
10
3,649
3,650
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
8
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
8
6
Switzerland
CHF Swiss franc
50,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;SQL;TypeScript
C#;Go;HTML/CSS;Rust;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
SAP SQL Anywhere NA
Yes
Digital Ocean;Docker;Microsoft Azure;New Relic;npm;NuGet;Vite;Webpack
Digital Ocean;Docker;NuGet;Prometheus;Vite
Digital Ocean;Docker;NuGet;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;React
ASP.NET;ASP.NET Core;React
ASP.NET;ASP.NET Core;React
NA NA
Yes
IntelliJ IDEA;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Obsidian
GitHub;GitLab;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Coding challenges
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Other (write in):
Learning about a codebase;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
Hell no. Vibe coding in my opinion is hurtful to both a developers skills and project hygene. AI is good at generating ideas but actually implementing is a developers task.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
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
Actual understanding of code, actual problem solving in complex scenarios, real programming, basically most if not all skills that are valuable today. AI is and I think stay a tool that will be helpful for a developer but won't entirely replace them.
61,996
6
3,650
3,651
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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);Books / Physical media
8
Developer, full-stack
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API 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
2
2
India
INR Indian rupee
1,200,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);C;C++;Dart;Elixir;Go;HTML/CSS;JavaScript;Python;Ruby;Rust;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;MySQL;Redis;SQLite
MongoDB;MySQL;Redis;SQLite
MongoDB;MySQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Chocolatey;Digital Ocean;Docker;Make;npm;Pip;Vite
Bun;Cargo;Chocolatey;Digital Ocean;Docker;Firebase;Make;npm;Pip;Supabase;Vite
Bun;Chocolatey;Digital Ocean;Docker;Make;npm;Pip;Vite
NA NA
Yes
Django;Express;FastAPI;Flask;Next.js;Node.js;Nuxt.js;Vue.js
Django;Express;FastAPI;Next.js;Node.js;Nuxt.js;Phoenix;Ruby on Rails;Vue.js
Django;Express;FastAPI;Next.js;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
Nano;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Jira;Miro
GitHub;Google Colab;Google Workspace;Jira;Miro
GitHub;Google Colab;Google Workspace;Jira;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Bookmark posts to look at later NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Unsure
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
null
Project planning;Writing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Documenting code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I 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
Concerns about Human Safety, Ethical Means, Creativity
13,949
7
3,651
3,652
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
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);Books / Physical media;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);Online Courses or Certification (includes all media types);Blogs or podcasts
6
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Poor usability NA
Software Development
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
null
null
Greece
EUR European Euro
23,000
Yes
Ada;Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;TypeScript
null
null
NA NA
Yes
Elasticsearch;H2;MariaDB;MongoDB;PostgreSQL
null
null
NA NA
Yes
Bun;Docker;Kubernetes;Maven (build tool);npm;Terraform;Webpack
null
null
NA NA
Yes
Angular;FastAPI;Node.js;React;Spring Boot;Svelte
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Arch
Windows
Confluence;GitHub;Jira;Markdown File;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
Yes, I use AI tools daily
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding and implementing what the product owner actually wants
26,683
9
3,652
3,653
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
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;Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Student
null
null
null
null
School
Robust and complete API NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
0
5
United States of America
USD United States dollar
null
Yes
C;HTML/CSS;JavaScript;PowerShell;Python;SQL
Assembly;C++;HTML/CSS;JavaScript;PowerShell;SQL
HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
MongoDB;PostgreSQL;SQLite;Cockroachdb
PostgreSQL;SQLite
PostgreSQL;SQLite
neon.db NA
Yes
Google Cloud;npm
Google Cloud;npm
Google Cloud;npm
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android;iOS;ChromeOS
Windows
Notion
Notion
Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Generating content or synthetic data
Project planning;Documenting code;Creating or maintaining documentation
Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Integration with external agents and APIs
null
null
AI agents have helped me solve complex problems more effectively.;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 improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
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
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.;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
GitHub Copilot;Google Gemini
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 need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Learning how to form complex ideas to stay ahead of AI's small capabilities; factchecking
null
null
3,653
3,654
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
3
Germany
EUR European Euro
70,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;OCaml;PHP;Scala;SQL;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;SQL;TypeScript
NA NA
Yes
BigQuery;PostgreSQL;SQLite;Pocketbase
DuckDB;MongoDB;PostgreSQL;SQLite;Pocketbase
PostgreSQL;SQLite;Pocketbase
NA NA
Yes
APT;Bun;Datadog;Docker;Google Cloud;Gradle;Homebrew;Make;Maven (build tool);npm;Pacman;Pip;pnpm;Podman;Poetry;Vite;Webpack;Yarn
APT;Bun;Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Ninja;npm;Pacman;pnpm;Podman;Vite
APT;Bun;Datadog;Docker;Google Cloud;Gradle;Homebrew;Make;Maven (build tool);npm;Pacman;pnpm;Podman;Vite
NA NA
Yes
Deno;FastAPI;Flask;Node.js;React;Spring Boot;Svelte;Vue.js
Astro;Laravel;Node.js;React;Spring Boot;Svelte
Node.js;React;Spring Boot;Svelte
NA NA
Yes
Aider;Android Studio;IntelliJ IDEA;Nano;Neovim;PyCharm;Vim;Xcode;Zed
IntelliJ IDEA;Neovim;Vim
IntelliJ IDEA;Neovim;Vim
NA NA
Tailwind CSS 4
c++23
null
null
null
MacOS;iOS;Linux (non-WSL);Arch;NixOS
MacOS;iOS
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File;Miro
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Mistral AI models
Mistral AI models
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Job board
null
No, not really
Less than half of the time
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Committing and reviewing code
Predictive analytics
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Fuck no
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
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
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need quick help troubleshooting
Learn your craft.
81,210
null
3,654
3,655
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
10
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
2
2
Australia
AUD Australian dollar
94,000
Yes
Ada;Assembly;C;C#;Python
Ada;Assembly;C#;Python
Ada;Assembly;C#;Python
NA D
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
GNATstudio GNATStudio
null
null
null
null
null
Fedora
Windows
Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian;Wikis
Doxygen;GitHub;GitLab;Markdown File;Obsidian;Wikis
Doxygen;GitHub;GitLab;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
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
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.
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
Reasoning
61,109
6
3,655
3,656
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Developer, back-end
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Robust and complete API 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
null
null
Viet Nam
VND Vietnamese dong
null
Yes
Bash/Shell (all shells);C;Go;Groovy;JavaScript;Kotlin;Lua;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);C;Go;JavaScript;Kotlin;Lua;Rust;SQL;TypeScript
Bash/Shell (all shells);C;Go;JavaScript;Kotlin;Lua;Rust;SQL;TypeScript
NA NA
Yes
Databricks SQL;Dynamodb;Redis;Supabase
Databricks SQL;Redis;Supabase
Databricks SQL;Redis;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cargo;Composer;Docker;Firebase;Kubernetes;Make;npm;Pacman;Pip;Webpack
Amazon Web Services (AWS);Cargo;Docker;Firebase;Kubernetes;Make;Pacman;Podman
Amazon Web Services (AWS);Cargo;Docker;Firebase;Kubernetes;Make;Pacman
NA NA
Yes
Deno;Express;jQuery;Laravel;NestJS;Node.js;React;Axum
Deno;NestJS;Axum
Deno;NestJS;Axum
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Zed
Neovim;Zed
Neovim;Zed
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;Ubuntu;Android;Debian;Arch;Fedora
Windows;Android;Arch
GitHub;GitLab;Google Colab
GitLab
GitLab
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Direct messaging of users
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Search for answers;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code;Predictive analytics
Project planning;Learning new concepts or technologies
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
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
null
5
3,656
3,657
I am a developer by profession
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);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, 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
Robust and complete API NA
Security or privacy concerns NA
Energy
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
Spain
EUR European Euro
26,000
Yes
Bash/Shell (all shells);Go;Lua;PowerShell;Python
Bash/Shell (all shells);C;Go;Lua;Rust;Zig
Bash/Shell (all shells);Go;Lua
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Arch
Windows;Arch
GitLab;Jira;Markdown File;Obsidian
Markdown File
Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts
null
Neutral
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Deployment and monitoring;Search for answers
null
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
30,164
9
3,657
3,658
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
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);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
39
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
3
Denmark
DKK Danish krone
440,000
Yes
Delphi;HTML/CSS
Delphi;HTML/CSS
Delphi;HTML/CSS
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
MapServer, Apache NA
Yes
Notepad++
Notepad++
Notepad++
Delphi Delphi
null
null
null
null
null
Windows;Android
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;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
Not sure/can't remember
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Search for answers;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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’m stuck and can’t explain the problem
null
68,429
10
3,658
3,659
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
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)
10
DevOps engineer or professional
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Insurance
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
50
50
United States of America
USD United States dollar
155
Yes
Bash/Shell (all shells);Go;HTML/CSS;Lua;PHP;PowerShell;Python;SQL
Go;Lua;Python;Ruby;Rust;SQL;Zig;Gleam
Go;Lua;Python;SQL
NA NA
Yes
Elasticsearch;InfluxDB;MySQL;PostgreSQL;Redis;SQLite;Cockroachdb
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Ansible;APT;Chocolatey;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;Podman;Poetry;Prometheus;Terraform
Ansible;APT;Cargo;Chocolatey;Cloudflare;Homebrew;Kubernetes;Microsoft Azure;Pacman;Podman;Prometheus;Terraform
Ansible;APT;Chocolatey;Cloudflare;Homebrew;Kubernetes;Microsoft Azure;Pacman;Podman;Prometheus;Terraform
NA NA
Yes
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Neovim;PyCharm;Rider;RustRover;Vim;Visual Studio Code;Zed
Aider;Claude Code;Neovim;Vim;Zed
Neovim;Vim;Zed
NA NA
null
null
null
null
null
MacOS;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
MacOS;Ubuntu
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
NA NA
Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Meta Llama (all 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
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Learning about a codebase;Project planning;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
Useful for fast iteration for an MVP
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Good sense
155
6
3,659
3,660
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
1
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
7
Student
null
null
null
null
School
Connected to an open-source project NA
Poor usability NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
3
5
Israel
ILS Israeli new shekel
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;OCaml;Prolog;Python
Bash/Shell (all shells);C;C++;Fortran;Lisp;Lua;OCaml;Perl;Prolog;Python;Rust
Bash/Shell (all shells);C;C++;OCaml;Prolog;Python
TeX Haskell, Rocq, Lean
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft Access;MongoDB;MySQL;SQLite
null
null
NA NA
Yes
Docker;Firebase;Gradle;Heroku;Make;Maven (build tool);Ninja;npm;Pip
Docker;Make;Pip
Docker;Make;Pip
NA NA
Yes
jQuery;Node.js;React
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Neovim;Vim
Vim
NA NA
c++23
c++23
c++23
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;Google Colab;Google Workspace;Markdown File
GitHub;GitLab;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No vibe coding isn't part of my work, nor should it be
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.;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.;Write in the most significant challenge if not listed above:
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Research-oriented skills
null
null
3,660
3,661
I used to be a developer by profession, but no longer am
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
39
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
43
Project manager
10,000 or more employees
People manager
In-person
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Government
null
No
I have neither consider or transitioned into a new career or industry
1
1
Hong Kong (S.A.R.)
HKD Hong Kong dollar
1,400,000
Yes
HTML/CSS;JavaScript;PowerShell;TypeScript
HTML/CSS;JavaScript;PowerShell;TypeScript
HTML/CSS;JavaScript;PowerShell;TypeScript
NA NA
Yes
Firebase Realtime Database;Microsoft SQL Server
Firebase Realtime Database
Firebase Realtime Database
NA NA
No
null
null
null
NA NA
Yes
Angular;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Chat (bot/AI)
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Search for answers;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
no
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.;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
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
to explain things
178,345
null
3,661
3,662
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media
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)
3
Data engineer
Less than 20 employees
null
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
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Norway
NOK Norwegian krone
null
null
Delphi
Delphi
Delphi
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
null
Not sure
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
3,662
3,663
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
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
35
Developer, desktop or enterprise applications
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
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
1
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
35,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Python;TypeScript
TypeScript
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet
Pip
null
NA NA
Yes
ASP.NET;Next.js;React
ASP.NET Core;Blazor
null
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
null
null
NA NA
Odoo;Google Gemini
null
null
null
null
Windows
Windows
Azure Devops;Confluence;Jira
null
null
bitbucket NA
Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
null
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar 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
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Writing code;Search for answers
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Creating or maintaining documentation
Testing code;Committing and reviewing code
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
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
All of the current skills will remain valuable
47,650
5
3,663
3,664
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
Transitioning to retirement (gradually reducing work hours)
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
25
Developer, back-end
null
null
null
No
Personal Project
Good brand and public image NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
null
Cloudflare;Composer;npm;Vite
Cloudflare;Composer;npm;Vite
Cloudflare;Composer;npm;Vite
NA NA
null
jQuery;Laravel
jQuery;Laravel
jQuery;Laravel
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Medium
Stack Overflow;Medium
Stack Overflow;Medium
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
null
null
null
null
null
null
null
null
null
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
3,664
3,665
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
No, I didn't spend time learning in the past year
null
2
Student
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
7
7
Romania
RON Romanian leu
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;PowerShell
Assembly;Bash/Shell (all shells);PowerShell
Bash/Shell (all shells);PowerShell
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code;Xcode;Zed
Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Bookmark posts to look at later NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
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;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;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
5
3,665
3,666
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Other (please specify):
16
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);Go;Python;SQL
Rust
null
NA NA
Yes
null
null
null
Spanner NA
Yes
Docker;Google Cloud
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
MacOS;Android;iOS;Debian
null
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Generating content or synthetic data;Creating or maintaining documentation
null
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
300,000
8
3,666
3,667
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Architect, software or solutions
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Lack of or sub-par API NA
Government
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
10
15
Luxembourg
EUR European Euro
77,000
No
null
null
null
NA NA
Yes
Firebase Realtime Database;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Supabase
Firebase Realtime Database;Oracle;PostgreSQL
Firebase Realtime Database;Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Microsoft Azure;npm
Amazon Web Services (AWS);Docker;Firebase;npm
Amazon Web Services (AWS);Docker;Firebase;npm
NA NA
Yes
Angular;ASP.NET Core;jQuery;Node.js
Angular;jQuery;Node.js
Angular;jQuery;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
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
null
null
Windows;Android
Windows;Android
Asana;Azure Devops;Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Dev.to;X;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Dev.to;X;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Dev.to;X;YouTube;LinkedIn;Company-sponsored forums
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 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers
null
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Business process automation;IT operations
null
AI agents have helped me automate repetitive tasks.
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Redis;supabase
null
Amazon Bedrock Agents
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Bad coders or poor coders will be impacted the most. It really depends on your area of expertise, for example, migrations, these are hard things to just automate.
89,331
7
3,667
3,668
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
16
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training;Blogs or podcasts
16
Engineering manager
Just me - I am a freelancer, sole proprietor, etc.
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
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
25
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;SQL;Swift
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;SQL;Swift
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;pnpm;Prometheus;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;Make;npm;pnpm;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;npm;pnpm;Webpack;Yarn
NA NA
Yes
Express;Laravel;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Node.js;Nuxt.js;Svelte;Vue.js
Node.js;Nuxt.js;Svelte;Vue.js
NA NA
Yes
Cursor;IntelliJ IDEA;PhpStorm;Sublime Text;Vim;WebStorm;Xcode
IntelliJ IDEA;Sublime Text;WebStorm;Xcode
IntelliJ IDEA;Sublime Text;WebStorm;Xcode
NA NA
Tailwind CSS 4;Odoo;SwiftData;Amazon Bedrock;RAG;Shadcn/ui
Tailwind CSS 4;hostinger;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS;iOS
MacOS;Ubuntu;iOS
GitHub;GitLab;Linear;Markdown File;Miro;Notion
GitLab;Linear;Markdown File;Notion
GitLab;Linear;Markdown File;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Job board
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Testing code;Predictive analytics
null
Search for answers;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
For simple tasks or tasks in for me unknown aria it helps
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.;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
Communication
null
8
3,668
3,669
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.)
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);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, game or graphics
Less than 20 employees
null
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns Presence of AI features
Other:
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
4
6
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;TypeScript
Rust
null
NA NA
No
null
null
null
NA NA
Yes
Ansible;Chocolatey;Docker;Firebase;Gradle;Kubernetes;Maven (build tool);npm;NuGet;Pacman;Vercel;Yarn
null
null
NA NA
Yes
Astro;React
null
null
NA NA
Yes
Android Studio;Rider;Visual Studio;Visual Studio Code
null
null
NA NA
c++23;Tailwind CSS 4
null
null
null
null
Windows;Fedora
Fedora
GitHub;Jira;Miro;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;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;It’s hard to understand how or why the code works
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
6
3,669
3,670
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
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Cybersecurity or InfoSec professional
null
null
null
No
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
15
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;Java;JavaScript;PowerShell;Rust;TypeScript
null
null
NA NA
Yes
Dynamodb;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;npm;Vite
null
null
NA NA
Yes
Astro;Django;React;Axum
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows
Linux (non-WSL);Arch
Jira;Obsidian
null
null
NA NA
Stack Overflow;Discord;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
A few times per month or weekly
null
null
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
creativity, reasoning, big-picture analysis
null
9
3,670
3,671
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
11
Architect, software or solutions
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
null
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
12
16
Bangladesh
BDT Bangladeshi taka
1,200,000
Yes
C;C++;HTML/CSS;JavaScript;Python
Go;JavaScript;Python;Rust;TypeScript
JavaScript;Python
NA NA
Yes
MongoDB;PostgreSQL;Redis
Cassandra;Dynamodb;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Supabase;Cockroachdb
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Digital Ocean;Docker;Kubernetes;Netlify;npm;Pip;pnpm;Prometheus;Yarn
Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Kubernetes;npm;Prometheus;Supabase;Yarn
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Kubernetes;npm;Prometheus;Yarn
NA NA
Yes
Deno;Django;Express;Next.js;Node.js;React
Express;Fastify;NestJS;Next.js;Node.js
Express;Next.js;Node.js
NA NA
Yes
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
Google Gemini;Shadcn/ui
Google Gemini;Shadcn/ui
Google Gemini;Shadcn/ui
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Asana;Clickup;GitHub;Google Workspace;Notion;Trello
Clickup;GitHub;Google Workspace;Notion
Clickup;GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Deployment and monitoring
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
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
Not at all or minimally
Software engineering;Decision intelligence;Customer service support
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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
Redis
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Perplexity
null
When I don’t trust AI’s answers
DevOps, Architecture, System Design
9,818
9
3,671
3,672
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, full-stack
500 to 999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Manufacturing
Control over the level of quality in projects NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
4
4
Italy
EUR European Euro
47,000
Yes
C++
C++;JavaScript;PHP;Python
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
Windows
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers
Project planning;Predictive analytics;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring
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
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
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.
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;When I need quick help troubleshooting
null
54,527
7
3,672
3,673
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
9
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Philippines
PHP Philippine peso
1,561,600
Yes
Bash/Shell (all shells);Python;R;SQL
Assembly;Bash/Shell (all shells);C;C#;Go;MicroPython;Python;R;Rust;SQL;TypeScript
Bash/Shell (all shells);Python;R;SQL
NA NA
Yes
Snowflake
BigQuery;Cosmos DB;Databricks SQL;PostgreSQL;Snowflake
Snowflake
NA NA
Yes
Amazon Web Services (AWS);Make;Microsoft Azure;npm;NuGet;Pip
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pip;Podman
Amazon Web Services (AWS);Make;Microsoft Azure;npm;Pip
uv uv
Yes
null
null
null
streamlit NA
Yes
Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code;Windsurf
Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code;Zed
Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Colab;Jira;Microsoft Planner;Obsidian
GitHub;Google Colab;Jira;Microsoft Planner;Obsidian
GitHub;Google Colab;Jira;Microsoft Planner;Obsidian
NA NA
Stack Exchange;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
Stack Exchange;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
Stack Exchange;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer Read content related to my issue
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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.
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
AI integration, People Management, Presentation, Systems Design
27,420
8
3,673
3,674
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
3
France
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Rust
null
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cassandra
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Digital Ocean;Docker;Kubernetes;Make;Ninja;npm;Pip;Prometheus;Vercel
Google Cloud;Prometheus
Prometheus
NA NA
Yes
Django;Express;Flask;jQuery;Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;iOS;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
null
null
NA NA
null
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI 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);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once every 2 - 3 months
Long-form articles;Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;Other (please specify):
Writing code. It makes mistakes and you need to fix them. Often it doesn’t know how to fix it’s own bugs. Or it doesn’t do exact my what you asked for and you need to manuelly édit it’s code. So you get faster in coding by having a nice big autocompletion but you are doubtful of what your autocomplete does. Also you have more or a system/echtiecture role
null
6
3,674
3,675
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
7
AI/ML engineer
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
12
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;C++;Lua;Python;Rust
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;Zig;Mojo
Bash/Shell (all shells);C;C++;Lua;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;Make;Ninja;Pacman;Pip;Podman;Poetry;Yarn
Amazon Web Services (AWS);APT;Bun;Cargo;Docker;npm;Pacman;Pip;Poetry;Yarn
APT;Cargo;Docker;Pacman;Pip;Poetry;Yarn
scoop scoop
Yes
Django
Deno;Django;FastAPI;Flask;Next.js;Node.js;React;Vue.js
Django
NA NA
Yes
Neovim;Visual Studio Code;VSCodium;Zed
Neovim;VSCodium
Neovim;VSCodium
NA NA
c++23;Large Language Model;RAG
c++23;Large Language Model;RAG
c++23;Large Language Model;RAG
null
null
Windows;Android;Linux (non-WSL);Arch;iPadOS;Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;GitLab;Markdown File
Confluence;GitHub;Markdown File
logseq logseq
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Less than once per month or monthly
Chat (people);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
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I tend to do a divide and conquer approach. Sometimes LLM's can write big modules efficiently but generally, I prefer to use vibe coding in micro modules or to develop basic functionalities and then go to the next level. I still prefer writing my own code, but I don't like writing boilerplate or generic code again and again.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics;Robotics
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
GitHub MCP Server
null
Ollama;LangChain
null
null
null
ChatGPT;GitHub Copilot;Perplexity
Llama
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
Cybersecurity expertise, In-depth knowledge of Deep Learning, Project Management, Hardware
null
6
3,675
3,676
I am a developer by profession
55-64 years old
Primary/elementary school
Employed
Engaged in paid work (20-29 hours per week)
35
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
35
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Work
Good brand and public image NA
Lack of or sub-par API NA
Banking/Financial Services
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
2
Netherlands
EUR European Euro
null
Yes
Delphi
Delphi
Delphi
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
null
Google Cloud;Microsoft Azure
Google Cloud;Microsoft Azure
Google Cloud;Microsoft Azure
NA NA
null
WordPress
WordPress
WordPress
NA NA
null
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;MacOS
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
null
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Writing code
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Committing and reviewing code;Generating content or synthetic data
Debugging or fixing code;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;Google Gemini
null
When I’m stuck and can’t explain the problem
null
null
8
3,676
3,677
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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 (please specify):
15
Academic researcher
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 influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
10
10
Germany
EUR European Euro
80,000
Yes
Bash/Shell (all shells);C;C++;Go;Java;MicroPython;Python;Ruby;Rust
Bash/Shell (all shells);Lua;MicroPython;Python;Rust
Bash/Shell (all shells);MicroPython;Python;Rust
puppet puppet
Yes
Elasticsearch;IBM DB2;InfluxDB;MariaDB;PostgreSQL;SQLite
Elasticsearch;InfluxDB;PostgreSQL;SQLite
Elasticsearch;InfluxDB;PostgreSQL;SQLite
NA NA
Yes
Cargo;Docker;Homebrew;Make;Maven (build tool);Pip;Poetry
Cargo;Homebrew;Pip
Cargo;Homebrew;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;Red Hat
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian;Redmine;Wikis
GitHub;GitLab;Markdown File;Obsidian;Redmine;Wikis
GitHub;GitLab;Markdown File;Obsidian;Redmine;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Exchange;GitHub (public projects, not private repos)
Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Other (write in): Find information
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad 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;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No. I am responsible for systems that need to be reliable and maintainable, "vibe coding" is not suitable for this.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
Other (please specify):
Actual intelligence
92,812
null
3,677
3,678
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
23
Architect, software or solutions
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
12
7
Italy
EUR European Euro
58,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;SQLite
Elasticsearch;MariaDB;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
NA NA
Yes
Ansible;Cloudflare;Composer;Docker;Homebrew;Microsoft Azure;npm
Ansible;Cloudflare;Composer;Docker;Homebrew;Kubernetes;npm;Prometheus
Ansible;Cloudflare;Composer;Docker;Homebrew;npm
NA NA
Yes
Angular;Astro;Node.js;Symfony
Angular;Astro;Node.js;Symfony
Angular;Astro;Node.js;Symfony
NA NA
Yes
Cursor;PhpStorm;Visual Studio Code
Cursor;PhpStorm;Visual Studio Code;Xcode
Cursor;PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;Ubuntu;Android;iOS;iPadOS
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Trello;Wikis
GitHub;Google Workspace;Jira;Wikis
GitHub;Google Workspace;Jira;Wikis
Bitbucket NA
Stack Overflow;Stack Exchange;Reddit;Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Direct messaging of users
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring
Committing and reviewing code;Creating or maintaining documentation
null
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not yet
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Language processing;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
null
The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini;Perplexity
null
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
Analytic thinking, read/evaluate/understand the code, collaboration, understanding real world problems and needs of people
67,289
10
3,678
3,679
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
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 for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Colleague or on-the-job training
20
Developer, back-end
20 to 99 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
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
0
Sweden
SEK Swedish krona
584,400
Yes
C;C#;C++
C++;Rust
C++
NA NA
Yes
Microsoft SQL Server;SQLite
SQLite
SQLite
NA NA
Yes
MSBuild;NuGet
Cargo;Ninja
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File
GitHub;Markdown File
target process NA
Stack Overflow;Stack Exchange;Reddit
Reddit
Reddit
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Committing and reviewing code
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
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
I don’t think I’ll need help from people anymore
null
61,258
8
3,679
3,680
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
14
Founder, technology or otherwise
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Computer Systems Design and Services
Solving real-world problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
1
India
INR Indian rupee
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Groovy;HTML/CSS;Java;JavaScript;PHP;Python;SQL
Dart;Go;Java;PHP;Python;SQL;TypeScript
Java;PHP;Python;SQL
NA NA
Yes
Cassandra;DuckDB;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cassandra;DuckDB;Dynamodb;Elasticsearch;InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cassandra;DuckDB;Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);New Relic;npm;NuGet;Pip;pnpm;Terraform;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;npm;NuGet;Pip;pnpm;Prometheus;Terraform;Vercel;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);New Relic;npm;NuGet;Pip;pnpm;Terraform;Yarn
NA NA
Yes
Django;jQuery;Laravel;Node.js;React;Spring Boot;Symfony;Vue.js;WordPress
Angular;AngularJS;Django;Laravel;Next.js;Node.js;React;Spring Boot
Django;Laravel;Node.js;React;Spring Boot
NA NA
Yes
Cursor;IntelliJ IDEA;Lovable.dev;Notepad++;PhpStorm;PyCharm;Sublime Text;Visual Studio Code;Xcode
Cursor;IntelliJ IDEA;Lovable.dev;Notepad++;PhpStorm;PyCharm;Sublime Text;Visual Studio Code;Xcode
Cursor;IntelliJ IDEA;Lovable.dev;Notepad++;PhpStorm;PyCharm;Sublime Text;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
MacOS;Android;iOS;Debian;Linux (non-WSL);Red Hat;Fedora
MacOS;Ubuntu;Android;iOS;Debian;Linux (non-WSL);Red Hat;Fedora
Asana;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Microsoft Planner;Notion;Trello;Wikis
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Microsoft Planner;Notion;Trello;Wikis
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Microsoft Planner;Notion;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Amazon Titan models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Creating or maintaining documentation
null
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;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
to some extend
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations;Data and analytics;Customer service support;Marketing
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time 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
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
null
null
Sentry;New Relic
null
ChatGPT;Claude Code;Google Gemini;Lovable.dev
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
Design, Business
null
9
3,680
3,681
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)
3
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);Blogs or podcasts
No, I didn't spend time learning in the past year
null
5
Data engineer
I don’t know
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have strongly considered changing my career and/or the industry I work in
4
6
India
INR Indian rupee
0
Yes
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;Scala;SQL;TypeScript
C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Rust;Scala;SQL;TypeScript
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;Scala;SQL;TypeScript
NA NA
Yes
Databricks SQL;Dynamodb;Microsoft SQL Server;MySQL;SQLite
BigQuery;Cassandra;Cosmos DB;Databricks SQL;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;IBM DB2;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse;Cockroachdb;Amazon Redshift
Databricks SQL;Dynamodb;Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;Maven (build tool);Microsoft Azure;Pacman;Pip
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Docker;Google Cloud;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;Pacman;Pip;Podman;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);APT;Docker;Kubernetes;Maven (build tool);Microsoft Azure;Pacman;Pip
NA NA
Yes
Django;FastAPI;Spring Boot
ASP.NET;ASP.NET Core;Django;FastAPI;Ruby on Rails;Spring Boot
Django;FastAPI;Spring Boot
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian;Arch
Windows
Google Colab;Jira
Azure Devops;Confluence;GitHub;Google Colab;Jira;Stack Overflow for Teams
Google Colab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Day-in-the-life profiles/interviews with experts
Use discussion or chat feature NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Programming
null
7
3,681
3,682
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;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
10
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Prohibitive pricing NA
Energy
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
2
Denmark
DKK Danish krone
528,000
Yes
Assembly;Bash/Shell (all shells);C;Python;Ruby
Ada;C++
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
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
82,115
6
3,682
3,683
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
Not employed
Engaged in paid work (less than 10 hours per week)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
8
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
HTML/CSS;Python;SQL
Go;HTML/CSS;Python;SQL
HTML/CSS;Python;SQL
NA NA
null
SQLite
DuckDB;PostgreSQL;SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA Fasthtml
Yes
Visual Studio Code
Cursor;Visual Studio Code;Windsurf
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
null
No, not really
null
No, but I plan to soon
Very favorable
Neither trust nor distrust
null
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Writing code;Generating content or synthetic data
Project planning;Testing code;Deployment and monitoring;Predictive analytics
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
Bombing datacenters
null
null
3,683
3,684
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.)
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);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);Colleague or on-the-job training
14
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API Community or Enterprise Support
Security or privacy concerns NA
Other:
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
5
2
India
INR Indian rupee
5,000,000
Yes
Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;Java;JavaScript;MATLAB;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;F#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Docker;Firebase;Google Cloud;Gradle;Kubernetes;Make;MSBuild;NuGet
Ansible;Chocolatey;Docker;Kubernetes;Make;Microsoft Azure;MSBuild;NuGet;Terraform
Docker;Kubernetes;Make;MSBuild;NuGet
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;React
Angular;AngularJS;ASP.NET;ASP.NET Core
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium
Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium
Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium
NA NA
c++23;Tailwind CSS 4;Amazon Bedrock
c++23;Tailwind CSS 4;Google Gemini
c++23;Tailwind CSS 4
null
null
MacOS;Ubuntu;iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Microsoft Planner;Notion
Azure Devops;GitHub;Microsoft Planner
GitHub;Microsoft Planner
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;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)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Coding challenges;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Writing code;Debugging or fixing code;Search for answers
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Very less amount of time.
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Customer service support
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Milvus
null
null
null
null
null
ChatGPT
Codeium/Windsurf
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
Design Principles, Software Architecture, Business Analysis
58,120
9
3,684
3,685
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, desktop or enterprise applications
1,000 to 4,999 employees
People manager
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
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
2
2
Romania
RON Romanian leu
null
Yes
C;C++;JavaScript;Rust
C;C++;JavaScript;Rust
C;C++;JavaScript;Rust
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MongoDB;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Firebase;Kubernetes;MSBuild
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Android;iOS
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
Stack Overflow;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Coding challenges;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
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
design patterns & principles
null
6
3,685
3,686
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
Personal Project
Reputation for quality NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
10
10
United States of America
USD United States dollar
null
Yes
HTML/CSS;JavaScript;MATLAB;Python;TypeScript
Bash/Shell (all shells);C;C++;Python;TypeScript
Python;TypeScript
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;WebStorm
Notepad++;PyCharm;WebStorm
Notepad++;PyCharm;WebStorm
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
Windows;Android
GitHub;GitLab;Google Colab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code
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
Search for answers;Learning new concepts or technologies
Debugging or fixing code
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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 have ethical or security concerns about code
null
null
null
3,686
3,687
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (full-time)
1
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);Other (please specify):
No, I didn't spend time learning in the past year
null
4
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
2
Poland
PLN Polish zloty
48,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;Java;JavaScript;Lisp;Lua;Prolog;Python;R;Ruby;Rust;Scala;SQL;TypeScript;Zig
Ada;Assembly;Bash/Shell (all shells);C;C++;Fortran;Kotlin;Lua;Scala
Bash/Shell (all shells);C;C++;Lua;Scala
odin JAI, odin
Yes
Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;SQLite
MongoDB;MySQL;SQLite
MongoDB;MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Django;Express;Next.js;Node.js;Nuxt.js;React
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;Vim;Visual Studio Code;VSCodium;WebStorm;Zed
Nano;Neovim;Vim
Nano;Neovim;Vim
NA NA
c++23
c++23
c++23
null
null
Linux (non-WSL);Arch
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Doxygen;GitHub;GitLab;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Company-sponsored forums
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
null
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards
Ask a question NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;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 new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
fuck no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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
Programming/Coding, using LLMs to write code is stupid, because instead of writing code for a deterministic compiler, we switch code to just english language and work with a undeterministic compiler (the LLM)
13,099
8
3,687
3,688
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
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
24
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
20
5
Germany
EUR European Euro
71,000
Yes
Bash/Shell (all shells);C++;Go;Groovy;Java;Perl;PowerShell
Bash/Shell (all shells);C++;Groovy;Java;Perl;PowerShell
Bash/Shell (all shells);C++;Groovy;Java;Perl;PowerShell
NA NA
Yes
null
null
null
NA Cloud native database technology will become interesting next year, but we still have to research it.
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Make;Microsoft Azure;MSBuild;Ninja
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Make;Microsoft Azure;MSBuild;Ninja
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Make;Microsoft Azure;MSBuild;Ninja
NA NA
Yes
null
null
null
NA Netty
Yes
Eclipse;Notepad++;Visual Studio
Eclipse;Notepad++;Visual Studio
Eclipse;Notepad++;Visual Studio
Kate Kate
null
null
null
null
null
Windows;Android;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Red Hat
Confluence;GitLab;Jira;Markdown File;Miro;Wikis
Confluence;GitLab;Jira;Markdown File;Miro;Wikis
Confluence;GitLab;Jira;Markdown File;Miro;Wikis
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
null
Meta Llama (all models);Mistral AI models
Meta Llama (all models);Mistral AI models
Meta Llama (all models);Mistral AI models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Other (write in):
Project planning;Testing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):
Hell no. We should call it dump monkey coding.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Most. LLM will not replace competent programmers, companies that rely solely on LLM will fail in the long run.
82,370
7
3,688
3,689
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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
AI/ML engineer
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
null
Computer Systems Design and Services
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
10
Germany
EUR European Euro
130,000
Yes
Bash/Shell (all shells);C++;Java;JavaScript;Python
null
null
NA NA
Yes
InfluxDB
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Gradle;Homebrew;Make;npm;Pacman;Pip;Podman;Poetry
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Sublime Text;Vim;Visual Studio Code
null
null
NA NA
Polars;Large Language Model
null
null
null
null
Arch
NixOS
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Reddit;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Predictive analytics
null
null
Learning about a codebase;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Yes
No, but I plan to
Yes, to a great extent
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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Complex problem solving
150,819
6
3,689
3,690
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
15
Data scientist
20 to 99 employees
People manager
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
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
null
Spain
EUR European Euro
45,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Make;Pip;Poetry;Terraform
Amazon Web Services (AWS);Composer;Docker;Kubernetes;Make;Pip;Poetry;Terraform
Amazon Web Services (AWS);Composer;Docker;Make;Pip;Poetry;Terraform
NA NA
Yes
FastAPI;Flask
FastAPI;Flask
FastAPI;Flask
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Vim;Windsurf
PyCharm;Vim;Windsurf
PyCharm;Vim;Windsurf
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Windows
Ubuntu
Confluence;GitHub;Google Colab;Jira;Markdown File;Notion;Trello;Wikis
Confluence;GitHub;Google Colab;Jira;Markdown File;Notion
Confluence;GitHub;Google Colab;Jira;Markdown File;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Debugging or fixing code
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
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
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Global vision of the project, clean architecture, good practices
52,207
7
3,690
3,691
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
null
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
35
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
4
Denmark
DKK Danish krone
504,000
Yes
Ada;C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
Ada;C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
Ada;C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
NA NA
Yes
npm;NuGet;pnpm;Yarn
NuGet;pnpm
NuGet;pnpm
Alire Alire
Yes
AngularJS;ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
EmberJS EmberJS
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Jira;Wikis
GitHub;Jira;Wikis
GitHub;Jira;Wikis
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
null
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
Other (please specify):
Writing correct code. Solving problems.
78,382
10
3,691
3,692
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Energy
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
2
Germany
EUR European Euro
86,000
Yes
Go;Lua
Zig
null
NA NA
Yes
PostgreSQL;Redis;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Make;Terraform
null
null
Nix NA
No
null
null
null
NA NA
Yes
Neovim
null
null
NA NA
null
null
null
null
null
NixOS
NixOS
GitHub;Google Workspace;Jira
null
null
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
null
null
Lobsters NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
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
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;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
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
99,773
8
3,692
3,693
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)
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
6
Developer, full-stack
20 to 99 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
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
15
5
Finland
EUR European Euro
42,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Perl;PHP;PowerShell;Python;SQL;Visual Basic (.Net)
Bash/Shell (all shells);C#;Go;HTML/CSS
Bash/Shell (all shells);C#;HTML/CSS
NA NA
Yes
Oracle;SQLite
null
null
NA NA
Yes
Ansible;APT;Datadog;Docker;IBM Cloud;MSBuild;npm;NuGet
Ansible;Cloudflare
Ansible
NA NA
Yes
ASP.NET;ASP.NET Core
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Linux (non-WSL)
Confluence;Jira;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Learning about a codebase
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, i mostly use it to answer questions
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;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 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
thinking out new solutions
48,726
8
3,693
3,694
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
18
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
Work
Connected to an open-source project NA
Ethical concerns NA
Transportation, or Supply Chain
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
40,000
Yes
Bash/Shell (all shells);Rust
Bash/Shell (all shells);Rust
Bash/Shell (all shells);Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
Ubuntu;Arch
Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
46,406
8
3,694
3,695
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
5
Developer, mobile
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
6
Poland
PLN Polish zloty
110,000
Yes
Dart;HTML/CSS;Java;JavaScript;Kotlin;SQL
Dart;Kotlin
Dart;Kotlin
NA NA
Yes
Dynamodb;Firebase Realtime Database;SQLite
Firebase Realtime Database;SQLite
Firebase Realtime Database;SQLite
NA NA
No
null
null
null
NA NA
Yes
Node.js;Nuxt.js;Vue.js
null
null
NA NA
Yes
Android Studio;Cursor;Notepad++;Visual Studio Code;Xcode
Android Studio;Cursor;Notepad++;Visual Studio Code;Xcode
Android Studio;Cursor;Notepad++;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;Android
GitHub;GitLab;Notion;Trello
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, unless I'm prototyping.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Soft skills, system design, business literacy
30,019
8
3,695
3,696
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
30
Developer, game or graphics
null
null
null
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Slovenia
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript
C#;C++;JavaScript
C#;JavaScript
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
Express;Node.js
Express;Node.js
Express;Node.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;Debian
GitLab
GitLab;Obsidian
GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Bookmark posts to look at later NA
Yes, definitely
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
kill it with fire
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
debugging the specifications
null
8
3,696
3,697
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
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;Coding Bootcamp
15
Developer, full-stack
500 to 999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
5
3
Spain
EUR European Euro
55,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
Redis
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Maven (build tool);npm;Terraform
Microsoft Azure
null
NA NA
Yes
Angular;Express;jQuery;Spring Boot
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
null
null
NA NA
Odoo
Google Gemini
null
null
null
Windows;Ubuntu;Debian
null
GitHub;Redmine;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Committing and reviewing code
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Testing code;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics;Generating content or synthetic data
AI solutions that are almost right, but not quite
yes
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.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
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 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
creativity, communication, collaboration
63,808
10
3,697
3,698
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
12
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
You like your manager 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
52,000
Yes
C;C#;Dart;JavaScript;TypeScript
C#;Dart;TypeScript
C#;Dart;TypeScript
NA NA
Yes
Cloud Firestore;Cosmos DB;Firebase Realtime Database;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;PostgreSQL;Redis;SQLite
NA NA
Yes
Docker;Firebase;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Terraform;Vite;Webpack
Docker;Firebase;Google Cloud;npm;NuGet;Terraform;Vite
Docker;Firebase;Google Cloud;npm;NuGet;Terraform;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Node.js;React
ASP.NET Core;Blazor
ASP.NET Core;Blazor
Flutter Flutter
Yes
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Ubuntu
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
GitHub;YouTrack
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Predictive analytics;Learning new concepts or technologies
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No and I do not plan to include "vibe coding" in my development work.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Google Gemini
null
When I need help fixing complex or unfamiliar code
null
70,794
10
3,698
3,699
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
30
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Ethical concerns NA
Internet, Telecomm or Information Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
Israel
ILS Israeli new shekel
null
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Perl;PHP;Python;SQL;TypeScript
Rust
null
NA NA
Yes
Elasticsearch;H2;MariaDB;MongoDB;MySQL;SQLite
null
null
NA NA
Yes
Ansible;Docker;Maven (build tool);npm;Pip;Prometheus
Cargo;Kubernetes
null
NA NA
Yes
Angular;FastAPI;Flask;jQuery;React;Spring Boot
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;RAG;Google Gemini
null
null
null
null
Ubuntu;Android;Linux (non-WSL)
Ubuntu;Linux (non-WSL);Red Hat
GitHub;GitLab;Google Colab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);X Grok 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
Message Boards;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
Not sure
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
yes
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.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
understanding the big picture
null
8
3,699
3,700
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
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
40
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Inefficient or time-costly NA
Manufacturing
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
300,000
Yes
C;Delphi;HTML/CSS;Lua;PHP;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MongoDB
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
null
Windows
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 10 and 15 years
null
null
Browse content related to Q&A posts I recently viewed NA
Neutral
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.
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I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
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I have concerns about the security and privacy of data when using AI agents.
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GitHub MCP Server
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ChatGPT;Google Gemini
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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
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348,044
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