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6,801
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
35
Architect, software or solutions
20 to 99 employees
null
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
Prohibitive pricing NA
Other:
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python;SQL
null
null
NA NA
Yes
Elasticsearch;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;Pip;Podman
null
null
NA NA
Yes
Flask;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
hostinger;Google Gemini
null
null
null
null
Windows;Android;iOS;Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Markdown File;Stack Overflow for Teams
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 3 and 5 years
A few times per month or weekly
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
null
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.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
null
6,801
6,802
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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;Books / Physical media
8
Developer, back-end
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
10
15
Viet Nam
VND Vietnamese dong
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Dart;Go;Java;Kotlin;PowerShell;Python;R;Rust;SQL;Zig
Assembly;Bash/Shell (all shells);C;C++;Java;PowerShell;Python;SQL
NA Haskell
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Ninja;npm;Pip;pnpm;Vite
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pacman;Pip;pnpm;Vercel;Vite
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Ninja;npm;Pip;pnpm;Vite
NA NA
Yes
Next.js;Node.js;React;Vue.js
Node.js;Ruby on Rails;Spring Boot;Svelte;Vue.js;WordPress
Node.js;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Nano;Neovim;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Eclipse;IntelliJ IDEA;Nano;Neovim;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code
NA NA
c++23;Large Language Model;Google Gemini;Ollama
.NET 8 or higher;c++23;Large Language Model;Google Gemini;Ollama
c++23;Large Language Model;Google Gemini;Ollama
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Doxygen;GitHub;Google Colab;Google Workspace;Jira
Azure Devops;Clickup;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Obsidian
Doxygen;GitHub;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
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;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning 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);Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Predictive analytics;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
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
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
Vertex AI;Ollama;LangChain
null
null
null
ChatGPT;Claude Code;Google Gemini;v0.dev
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
6,802
6,803
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)
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;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
8
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Work
Good brand and public image Anything but AI
Prohibitive pricing I don't care about AI
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
2
5
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;Java;JavaScript;PowerShell;Python;Rust;Scala;TypeScript
Elixir;F#;Kotlin;OCaml;Rust;Scala;TypeScript;Gleam
Rust;Scala;TypeScript
Nushell Nushell
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Cargo;npm;Pip
Cargo;Chocolatey;Poetry
Cargo
NA NA
Yes
ASP.NET;Astro;Blazor;React
Astro;Deno;React;Svelte
Astro;React
NA NA
Yes
IntelliJ IDEA;Rider;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio Code;VSCodium;Zed
IntelliJ IDEA;Visual Studio Code
NA NA
Polars
Polars;uv
Polars
null
null
Windows;Windows Subsystem for Linux (WSL)
Linux (non-WSL)
GitHub;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
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
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
Most skills. Generative AI can do only the most basic stuff reliably. Developers still need to understand code and design stuff
null
7
6,803
6,804
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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
25
Developer, full-stack
100 to 499 employees
People manager
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
240,000
Yes
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;Python;Ruby;Rust;SQL;TypeScript;Zig
HTML/CSS;Rust;SQL;TypeScript;Zig
HTML/CSS;Rust;SQL;TypeScript;Zig
NA NA
Yes
BigQuery;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
DuckDB;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;pnpm;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;pnpm;Vite
Amazon Web Services (AWS);Bun;Cargo;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;pnpm;Vite
NA NA
Yes
Deno;Express;NestJS;Node.js;React;Ruby on Rails
Astro;Deno;Express;FastAPI;Fastify;NestJS;Node.js;React
Deno;Express;NestJS;Node.js;React
NA NA
Yes
Cursor;Nano;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
Large Language Model;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Polars;Large Language Model;Amazon Bedrock;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
Large Language Model;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Lucid (includes Lucidchart);Obsidian
GitHub;Lucid (includes Lucidchart)
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
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
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
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
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No. I find that vibe coding is only effective for prototyping greenfield tasks and quickly falls apart once things start getting complex.
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I think AI tools will not be at the level where this question makes sense.
240,000
2
6,804
6,805
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.)
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
14
Academic researcher
null
null
null
null
Work
Reputation for quality NA
Poor usability NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
7
7
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Java;Kotlin;Python;SQL
Bash/Shell (all shells);C;C++;Elixir;Fortran;HTML/CSS;Kotlin;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Kotlin;Python;SQL
Wolfram Wolfram
Yes
MySQL;SQLite
MySQL;PostgreSQL;Redis;SQLite;Cockroachdb
MySQL;SQLite
Room NA
Yes
Docker;Google Cloud;Gradle;Make;Pip;Vercel
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Gradle;Make;Pip;Vite
Docker;Google Cloud;Gradle;Make;Pip
NA NA
Yes
null
null
null
Anvil Anvil
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Visual Studio Code;Windsurf
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini;Ollama
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;RAG;Google Gemini;Ollama
null
null
Pop!_OS
Ubuntu
GitHub;Google Colab;Markdown File;Wikis;YouTrack
GitHub;Google Colab;Markdown File;Obsidian;Wikis;YouTrack
GitHub;Google Colab;Markdown File;Wikis;YouTrack
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring
Testing code;Predictive analytics;Creating or maintaining documentation
Documenting code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
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;When I have ethical or security concerns about code;I don’t think I’ll need help from people anymore
Security analysis. Overaching software design. Algorithm research. Code exactness
null
null
6,805
6,806
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
11
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
17
Developer, mobile
100 to 499 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Saudi Arabia
SAR Saudi Arabian riyal
null
Yes
Kotlin;PHP
Python
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
hostinger
Large Language Model;RAG
null
null
null
MacOS;iOS
MacOS
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Coding challenges;Job board
null
Yes, definitely
More than half the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6,806
6,807
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);Engaged in paid work (10-19 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
7
Student
I don’t know
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
School
Reputation for quality NA
null
Software Development
You like your manager NA
Yes
I have transitioned into a new career and/or industry voluntarily
5
5
United States of America
USD United States dollar
12,000
Yes
HTML/CSS;Python;SQL;TypeScript
Python;SQL;TypeScript
Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL
MySQL;Redis
MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker;Google Cloud
Amazon Web Services (AWS);Docker
NA NA
Yes
Angular;FastAPI
Angular;FastAPI
Angular;FastAPI
NA NA
null
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;WebStorm
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;WebStorm
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;WebStorm
NA NA
Pydantic;Ollama
Ollama
Ollama
null
null
MacOS
MacOS;Ubuntu
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
No, and I don't plan to
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
Communication Trust among colleges
12,000
8
6,807
6,808
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
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
No, I didn't spend time learning in the past year
null
10
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
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
0
Yes
Assembly;Bash/Shell (all shells);C;GDScript;HTML/CSS;JavaScript;Lua;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lua;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lua;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
null
null
null
null
null
Debian;Linux (non-WSL)
null
GitHub;Wikis
GitHub;Wikis
GitHub;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
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
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;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
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
critical thinking
null
null
6,808
6,809
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
6
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
6
Malaysia
MYR Malaysian ringgit
61,200
Yes
Java;JavaScript;SQL
Go;Python;Rust;TypeScript
null
Solidity NA
Yes
MongoDB;MySQL
Dynamodb;Elasticsearch;Oracle;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);Pip;Yarn
null
null
NA NA
Yes
Express;Next.js;Node.js;Spring Boot
Angular
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
Xcode
null
NA NA
null
null
null
null
null
MacOS
Windows
GitHub;GitLab;Notion;Redmine
Confluence;Jira
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium
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
Long-form articles;Coding challenges;Direct messaging of users
Comment on Q&A posts NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Writing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Predictive analytics;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
Problem solving skills. Cuz I believe these generated answers are came from years of discussion made by humans online
14,420
7
6,809
6,810
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
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media
20
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
4
3
United States of America
USD United States dollar
170,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Go;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL
Databricks SQL;Dynamodb;MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Datadog;Docker;Homebrew;Microsoft Azure;npm;Terraform
Amazon Web Services (AWS);Bun;Datadog;Docker;Homebrew;Kubernetes;Terraform;Vite
Amazon Web Services (AWS);Bun;Datadog;Docker;Homebrew;Terraform
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React
Node.js;Ruby on Rails
Node.js
NA NA
Yes
Cursor;Vim;Visual Studio Code
Claude Code;Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS
MacOS
Azure Devops;Clickup;Confluence;Jira;Markdown File;Obsidian
Clickup;Confluence;Jira;Markdown File;Obsidian
Clickup;Confluence;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Project planning
null
Learning new concepts or technologies
Learning about a codebase;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
I try to use Amazon Q as much as possible.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Troubleshooting experience and knowledge of existing libraries.
170,000
2
6,810
6,811
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
4
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
I'm not sure
null
4
5
India
USD United States dollar
0
Yes
Bash/Shell (all shells);HTML/CSS;Python;SQL
HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;Python;SQL
NA NA
No
null
null
null
NA NA
null
APT;Netlify;npm;Pip;Vercel
APT;Cargo;Cloudflare;Pip;Vite
APT;Pip
pythonanywhere.com NA
Yes
Flask;Node.js;React
Astro;Flask;Axum
Flask
NA SolidJS, actix-web
Yes
Visual Studio Code;Zed
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu
Ubuntu
GitHub;Google Colab;Markdown File;Notion
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
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
Neutral
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
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;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 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
Programming, problem modelling and solving especially non-common problems and complex problems, optimization and code simplification that takes more than established optimization techniques.
null
null
6,811
6,812
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Not employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, full-stack
null
null
null
null
Personal Project
Reputation for quality no AI usage
Other (please specify): Forced use of AI
null
Other (please specify): not being forced to use AI
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
8
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Heroku;Homebrew;npm;NuGet;Pip;Podman;Vite;Yarn
Docker;Homebrew;NuGet;Podman
Docker;Homebrew;NuGet;Podman
NA NA
Yes
ASP.NET Core;Blazor;React
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Rider;Visual Studio Code
Neovim;Rider;Sublime Text;Visual Studio Code
Rider;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
MacOS;Ubuntu
MacOS
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to
Stack Overflow;Discord;Dev.to
Stack Overflow;Discord;Dev.to
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
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Communication skills. Team building skills. Reading skills. Comprehension skills.
null
8
6,812
6,813
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
18
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
16
8
United States of America
USD United States dollar
135,000
Yes
Bash/Shell (all shells);C;C++;Go;Java;JavaScript;Prolog;Python;R;SQL
Bash/Shell (all shells);C;C++;Go;Lisp;Lua;Python;R;Rust
Bash/Shell (all shells);C;C++;Go;Python;R
virmscript, cmakescript, virmscript, cmakescript
Yes
BigQuery;Redis;SQLite
Redis;SQLite
Redis;SQLite
NA NA
Yes
Ansible;APT;Cargo;Chocolatey;Docker;Google Cloud;Gradle;Homebrew;Make;Maven (build tool);Ninja;npm;Pip;Podman
Ansible;APT;Cargo;Docker;Google Cloud;Make;Ninja;Pip;Podman
Ansible;APT;Cargo;Docker;Google Cloud;Make;Ninja;Pip;Podman
spack, conda spack, conda
Yes
Vue.js
Vue.js
Vue.js
trame trame
Yes
Claude Code;Vim
Claude Code;Vim
Claude Code;Vim
NA NA
null
null
null
null
null
Windows;Ubuntu;Debian;Linux (non-WSL)
Windows;MacOS;Ubuntu;Debian;Linux (non-WSL);Red Hat;Fedora
Azure Devops;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Trello;Wikis
Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Trello;Wikis
Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Trello;Wikis
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI 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
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Predictive analytics
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics;Customer service support
Agent/multi-agent orchestration;Vector databases for AI applications;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.
AI agents have helped me solve complex problems more effectively.
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.
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
Ollama
null
null
null
Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
135,000
8
6,813
6,814
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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)
30
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
5
Ukraine
UAH Ukrainian hryvnia
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;Go;Java;Kotlin;PowerShell;Python;TypeScript
Bash/Shell (all shells);C;C#;C++;Java;Kotlin;PowerShell;Python;TypeScript
NA NA
Yes
Microsoft Access;Microsoft SQL Server;Oracle;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Gradle;Make;Maven (build tool);MSBuild;Ninja;NuGet;Pacman;Pip;pnpm
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
ASP.NET Core;Flask;Node.js
Flask;Node.js;Svelte;Vue.js
Flask;Node.js
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;PyCharm;Rider;RustRover;Vim;Visual Studio;Visual Studio Code;Xcode
IntelliJ IDEA;Notepad++;PyCharm;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23;Large Language Model
.NET 8 or higher;c++23
null
null
Windows;Android
Windows;Ubuntu;Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Linear;Markdown File;YouTrack
GitHub;GitLab;Jira;YouTrack
GitHub;GitLab;Jira;YouTrack
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per week
Chat (people);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
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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 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
all the same skills as today
null
8
6,814
6,815
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
2
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);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);Blogs or podcasts
5
Developer, embedded applications or devices
Less than 20 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
Customizable and manageable codebase NA
Inefficient or time-costly NA
Software Development
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;JavaScript;Lua;MicroPython;Python;Rust;Swift;Zig
Assembly;Bash/Shell (all shells);C;Lua;OCaml;Python;Swift;Zig
Assembly;Bash/Shell (all shells);C;Lua;Python;Swift;Zig
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;Homebrew;Make;Ninja;npm;Pip
Bun;Cargo;Docker;Make;Ninja
Cargo;Docker;Make;Ninja
zig zig
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;uv
c++23;uv
c++23;uv
null
null
MacOS;Ubuntu
Windows;MacOS;Ubuntu;Debian
GitHub;GitLab;Google Colab;Markdown File;Obsidian
GitHub;GitLab;Google Colab;Markdown File;Obsidian
GitHub;GitLab;Google Colab;Markdown File;Obsidian
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Documenting 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
Nope
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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 need help fixing complex or unfamiliar code
Reasoning about the bigger picture of a project, knowing ahead of time possible obstacles and sources of bugs. Being able to properly and accurately describe what you do and do not understand about a problem (when working in a team, or on other social platforms like github issues)
null
8
6,815
6,816
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
Caring for dependents (children, elderly, etc.)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Engineering manager
20 to 99 employees
People manager
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns Foreign involvement
Government
null
No
I have neither consider or transitioned into a new career or industry
10
5
United States of America
USD United States dollar
250,000
Yes
MATLAB
Rust;Zig
null
Julia Julia
No
null
null
null
NA NA
Yes
null
null
null
Pkg.jl Pkg.jl
No
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
Windows
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Todoist Todoist
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
It better not be.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;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 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
All of the same skills.
250,000
null
6,816
6,817
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.)
26
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
31
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Fintech
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
10
3
United States of America
USD United States dollar
185,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Elixir;Go;SQL;TypeScript
Bash/Shell (all shells);SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis
Neo4J;PostgreSQL;Supabase
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Digital Ocean;Docker;New Relic;npm
Amazon Web Services (AWS);Docker;New Relic;npm;Prometheus;Supabase
Amazon Web Services (AWS);Docker;New Relic;npm
NA NA
Yes
Express;NestJS;Node.js
NestJS;Node.js;Phoenix
NestJS;Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code;WebStorm
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Linear;Markdown File
Confluence;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
Augment Augment
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
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
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;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;Other (write in):
Very rarely. I've had occasional success with some things, but it often generates code that isn't what I was looking for.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
Augment
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
I think all skills will remain valuable: coding skills, analytical skills, working in teams, interpreting requirements, understanding the business
185,000
8
6,817
6,818
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
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;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
8
Developer, front-end
null
null
null
null
Personal Project
Costs are manageable NA
Ethical concerns NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
10
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;Swift;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;Rust;Swift;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;Swift;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
No
null
null
null
NA NA
Ultralytics
c++23
null
null
null
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);iPadOS
Windows;MacOS;iOS;Linux (non-WSL)
Clickup;Doxygen;GitHub;Markdown File
Clickup;Doxygen;GitHub;Markdown File
Clickup;Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
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
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
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 have ethical or security concerns about code
Yes
null
null
6,818
6,819
I code primarily as a hobby
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
5
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
3
5
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lisp;Lua;Python;Zig
Bash/Shell (all shells);Elixir;Go;HTML/CSS;Lua;OCaml;Rust;Zig
Bash/Shell (all shells);Go;HTML/CSS;Lua;Zig
NA NA
Yes
InfluxDB;MongoDB;SQLite
SQLite;Valkey
SQLite
NA NA
No
null
null
null
NA NA
Yes
jQuery;Next.js;Node.js
jQuery;Svelte;Vue.js
jQuery
NA NA
Yes
Cursor;Neovim;Visual Studio Code;Windsurf;Zed
Neovim
Neovim
Github Copilot NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Arch
Arch
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning;Committing and reviewing code;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
6,819
6,820
I code primarily as a hobby
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
9
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
0
Yes
C++;GDScript;HTML/CSS;Java;JavaScript;Python;TypeScript
C++;GDScript;HTML/CSS;Java;JavaScript;Kotlin;TypeScript
C++;GDScript;HTML/CSS;Java;JavaScript;TypeScript
NA NA
Yes
MongoDB
Cloud Firestore;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase;Pocketbase
MongoDB
NA NA
Yes
Gradle;Make;Maven (build tool);Netlify;npm;Vite
Firebase;Google Cloud;Gradle;Make;Maven (build tool);Netlify;npm;Vite
Gradle;Make;Maven (build tool);Netlify;npm;Vite
NA NA
Yes
Node.js;Svelte
Angular;Next.js;Node.js;React;Svelte;Vue.js
Node.js;Svelte
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;Windsurf
Android Studio;IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
ChromeOS
GitHub;Google Workspace;Notion;Trello
GitHub;Google Workspace;Notion;Obsidian;Trello
GitHub;Google Workspace;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
null
null
6,820
6,821
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
11
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
AI integration or AI Agent capabilities NA
Lack of or sub-par API NA
Government
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
5
Netherlands
EUR European Euro
70,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;TypeScript
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Chocolatey;Docker;Microsoft Azure;npm;NuGet;pnpm;Vite;Webpack;Yarn
Chocolatey;Docker;Microsoft Azure;npm;NuGet;pnpm;Vite;Webpack;Yarn
Chocolatey;Docker;Microsoft Azure;npm;NuGet;pnpm;Vite;Webpack;Yarn
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;jQuery;Next.js;React;WordPress
AngularJS;ASP.NET;ASP.NET Core;jQuery;Next.js;React;WordPress
AngularJS;ASP.NET;ASP.NET Core;jQuery;Next.js;React;WordPress
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model
null
null
Windows;Android
Windows;iOS
Azure Devops;GitHub;Notion;Trello
Azure Devops;GitHub;Notion
Azure Devops;GitHub;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);Perplexity Sonar models
openAI GPT (chatbot models);Perplexity Sonar models
openAI GPT (chatbot models);Perplexity Sonar models
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);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
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code
Deployment and monitoring;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;Debugging AI-generated code is more time-consuming
im partly dependent on ai tools to do my work
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;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.
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
critical thinking
81,210
10
6,821
6,822
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.)
Not employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
10
Cybersecurity or InfoSec professional
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
4
5
United States of America
USD United States dollar
null
Yes
C++;Python
C#;C++;Python
C++;Python
NA NA
Yes
MySQL
null
null
NA NA
Yes
Composer;Docker;Make
Composer;Docker;Make
Composer;Docker;Make
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Arch
Windows
GitHub;GitLab;Microsoft Planner
GitHub
GitHub
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
AI solutions that are almost right, but not quite
I guess, based on the Wikipedia definition. For some problems, I'll ask ChatGPT to give me a starting point or ideas.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 compare different solutions
Architecting projects, things that require novel solutions.
null
null
6,822
6,823
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
null
3
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns Pushing AI everywhere
Manufacturing
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
20
40
Poland
PLN Polish zloty
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Elixir;Erlang;Go;HTML/CSS;Java;JavaScript;Kotlin;Lisp;OCaml;PowerShell;Prolog;Python;R;Rust;SQL;Swift;TypeScript
Assembly;Elixir;Erlang;F#;Kotlin;Lisp;Prolog
Assembly;Elixir;Erlang;Kotlin;Lisp;Prolog
Smalltalk Smalltalk
Yes
Datomic;PostgreSQL;SQLite
Datomic;PostgreSQL;SQLite
Datomic;PostgreSQL;SQLite
NA NA
Yes
Bun;Cargo;Gradle;Homebrew;Make;Maven (build tool);Ninja;npm;Pip;Vite
null
null
Hetzner Hetzner
Yes
Node.js;Phoenix;React
Phoenix
Phoenix
Elm Elm
Yes
Android Studio;IntelliJ IDEA;Neovim;Sublime Text;Visual Studio Code;VSCodium;Xcode;Zed
null
null
Helix, Emacs Helix, Emacs
null
null
null
null
null
Windows;MacOS;Android;Linux (non-WSL);Fedora
Windows;MacOS;Linux (non-WSL);Red Hat;Fedora
GitHub;GitLab;Markdown File
null
null
NA SourceHut
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
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
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No, that would be unmaintainable.
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Most of the currently required ones besides the ability to enter code syntax into a text editor.
null
10
6,823
6,824
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, mobile
10,000 or more employees
Individual contributor
In-person
No
Work
Reliability and low latency 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
null
null
Australia
AUD Australian dollar
350,000
Yes
Bash/Shell (all shells);Go;Java;JavaScript;Kotlin;Python;Ruby
Bash/Shell (all shells);Ruby;Rust
Bash/Shell (all shells);Ruby
Crystal Crystal
No
null
null
null
NA NA
Yes
Cargo;Podman
Podman
Podman
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Android;Debian
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
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
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Other (please specify):
null
227,533
7
6,824
6,825
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, full-stack
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
120,000
Yes
Bash/Shell (all shells);C#;Java;JavaScript;PowerShell;Python;TypeScript
Go;Kotlin
null
NA NA
Yes
MongoDB;PostgreSQL;Redis
null
null
NA NA
Yes
Bun;Digital Ocean;Docker;Gradle;New Relic;pnpm;Podman;Vite
null
null
NA NA
Yes
React;Spring Boot;Svelte
Vue.js
null
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;Fedora
MacOS
Confluence;GitLab;Jira;Markdown File;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
Yes
Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Testing code
null
Writing code
Debugging or fixing code;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;I haven’t encountered any problems
null
null
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
null
87,550
7
6,825
6,826
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
Caring for dependents (children, elderly, etc.)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Other (please specify):
null
null
null
null
Personal Project
Robust and complete API NA
Availability of better alternatives NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
C;C++;HTML/CSS;JavaScript;MicroPython;Python;TypeScript
Assembly;C#;C++;Python;TypeScript
C++;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Jekyll NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitLab;Markdown File
Doxygen;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;Discord;Bluesky
Stack Overflow;Stack Exchange;Discord;Bluesky
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Other (write in): Learn from pre-existing answers???
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
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;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
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;Other (write in):
Absolutely not. Even setting aside the ethical and IP issues which would prevent me from using it even if I wanted to, it is still faster for me to write the code myself than to try to describe it to a drone—whether machine or subordinate coworker. Coding requires a headspace that is non-linguistic. Coding is about being absolutely precise. Natural-language descriptions are literally the opposite of this. This is the beauty and art of programming. Every programmer who follows the (false!) promise of coding faster becomes a worse programmer over time, a worse artist, and often a worse human being.
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 have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
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;Other (please specify):;I don’t think I’ll need help from people anymore
There are not likely to be many. The obvious answer would be "doesn't necessarily plagiarize IP" and "able to handle complex problems" and "not be yes-men" and "having creativity", but the industry is demonstrably caring less and less about these attributes, as software becomes ever more a service that can be churned out rather than innovation or art. I fear that by the time recognition of this error becomes mainstream, it will be far *far* too late to correct it. The societal damage already done outside the field of computer science is arguably incalculable—not that *within* the field of programming many are paying attention to that. As ever.
null
null
6,826
6,827
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
40
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Ethical concerns NA
Banking/Financial Services
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
null
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);Groovy;Python;Scala
null
null
NA NA
No
null
null
null
NA NA
Yes
Ansible;Docker;Homebrew;Kubernetes;Make;Pip;Prometheus;Terraform
null
null
marathon/mesos NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
ChromeOS
MacOS;Ubuntu
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
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
Very poor at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
It's a start but its generally wrong or not what I want
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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
null
null
null
null
null
GitHub Copilot
null
null
null
null
null
6,827
6,828
I am learning to code
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
Other (please specify):
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Good brand and public image NA
Ethical concerns NA
Transportation, or Supply Chain
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Kenya
KES Kenyan shilling
null
No
null
null
null
NA NA
null
Firebase Realtime Database
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Android
null
null
null
null
NA NA
Discord
Stack Overflow;Discord;Hacker News;Hashnode;Medium
Discord
NA NA
No
null
null
null
NA NA
No
Multiple times per day
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Project planning;Debugging or fixing code;Predictive analytics
null
null
Learning about a codebase;Writing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
ChatGPT;AgentGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
Hackathon.its getting first pace and widespread use which fit's we'll with AI tools
null
null
6,828
6,829
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
8
Student
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Reputation for quality 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
3
3
New Zealand
NZD New Zealand dollar
0
Yes
Bash/Shell (all shells);C;C++;Java;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);C;OCaml;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C;Python;Rust;TypeScript
NA NA
Yes
H2;MariaDB;MySQL
H2;MariaDB;SQLite
H2;MariaDB
NA NA
Yes
Cargo;Docker;Google Cloud;Gradle;Make;npm;Pip;Vite
Cargo;Make;npm;Vite
Cargo;Make;npm;Vite
uv uv
Yes
Node.js;React
Node.js;React;Svelte
Node.js;React
Preact Preact
Yes
IntelliJ IDEA;Neovim;PyCharm;RustRover;Vim;Visual Studio Code;VSCodium;WebStorm
Neovim
Neovim
NA NA
uv
uv
uv
null
null
MacOS;Ubuntu
Linux (non-WSL)
GitHub;GitLab
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Perplexity Sonar models;X Grok models
X Grok models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
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 new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
occasionally, when I can't think of a good solution to a problem myself, I will ask a LLM for a solution using a "vibe coding" style prompt
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.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
Genuine, deep understanding of domain knowledge.
null
6
6,829
6,830
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours);Engaged in paid work (less than 10 hours per week)
55
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);Stack Overflow or Stack Exchange;Other (please specify):;Books / Physical media
56
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);Perl;Python;SQL
Assembly;C;C++;Delphi;Lisp;R;Ruby;Rust
null
NA NA
Yes
MariaDB;MySQL
PostgreSQL;SQLite
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;MacOS;Ubuntu;Linux (non-WSL);Fedora
MacOS;Ubuntu;Linux (non-WSL);Fedora
GitHub
GitHub
GitHub
Atlasian, Bitbucket Atlasian, Bitbucket
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Perplexity Sonar models
Perplexity Sonar models
Perplexity Sonar models
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
problem solving
120,000
8
6,830
6,831
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours);Engaged in paid work (10-19 hours per week)
47
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
No, I didn't spend time learning in the past year
null
50
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Transportation, or Supply Chain
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
Australia
AUD Australian dollar
70,000
Yes
Assembly;Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;Lua;PHP;Python;SQL
Assembly;Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;Lua;PHP;Python;SQL
Assembly;Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;Lua;PHP;Python;SQL
NA NA
Yes
Firebase Realtime Database;MariaDB;MySQL;SQLite
Firebase Realtime Database;MariaDB;MySQL;SQLite
Firebase Realtime Database;MariaDB;MySQL;SQLite
IndexDB IndexDB
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS);Docker;Google Cloud
Amazon Web Services (AWS)
NA NA
Yes
jQuery
jQuery
jQuery
TMS Webcore TMS Webcore
No
null
null
null
NA NA
Delphi 12+ Athens
Large Language Model;Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
Asana;GitHub;Lucid (includes Lucidchart);Trello
Asana;GitHub;Jira;Lucid (includes Lucidchart)
Asana;GitHub;Lucid (includes Lucidchart)
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
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Direct messaging of users
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.;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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Creating innovative solutions. Note current batch of AI stuff is not AI. The new batch using neural networks will be. Not sure which one the question is referring to.
45,507
10
6,831
6,832
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Other (please specify):
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
Customizable and manageable codebase NA
Poor usability NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
16
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lisp;Lua;PowerShell;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lisp;Lua;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lisp;Lua;Python;Rust;TypeScript;Zig
fennel NA
No
null
null
null
NA NA
Yes
Make;Pacman
Docker;Make
Make
NA nix
Yes
null
null
null
NA tailwind
Yes
Neovim
Neovim
Neovim
emacs emacs
null
null
null
null
null
Arch
null
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Reddit;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
supermaven NA
No
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
null
null
6,832
6,833
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Engineering manager
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality Having a large community of users
Availability of better alternatives NA
Other:
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
7
null
Chile
CLP Chilean peso
36,000,000
Yes
Bash/Shell (all shells);Python;SQL
Python;SQL
Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Docker;Kubernetes;Pip;Poetry
Amazon Web Services (AWS);APT;Docker;Kubernetes;Pip;Poetry
Amazon Web Services (AWS);APT;Docker;Kubernetes;Pip;Poetry
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
emacs emacs
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Google Colab;Google Workspace;Monday.com;Notion
GitHub;Google Colab;Google Workspace
GitHub;Google Colab;Google Workspace
NA NA
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;X;YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;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
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
Partially, using heavily guided prompts and always checking the proposed code.
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.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
Designing a good software architecture, seeing the big picture of the problem you are solving
38,171
9
6,833
6,834
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
16
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;TypeScript
Bash/Shell (all shells);Go;TypeScript
Bash/Shell (all shells);Go;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;PostgreSQL
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Make;npm
Amazon Web Services (AWS);Homebrew;Make;npm
Amazon Web Services (AWS);Homebrew;Make;npm
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Claude Code;Cline and/or Roo;IntelliJ IDEA;Nano;Neovim;Visual Studio Code
Claude Code;Cline and/or Roo;Neovim;Visual Studio Code
Claude Code;Cline and/or Roo;Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS;Linux (non-WSL)
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Company-sponsored forums
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet
Amazon Titan models;Anthropic: Claude Sonnet
Amazon Titan models;Anthropic: Claude Sonnet
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
No, not at all
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Testing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Multi-platform search enablement;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
Amazon Bedrock Agents
null
Wiz
null
Claude Code;GitHub Copilot;Google Gemini;Roo code (Roo-Cline);Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Debugging.
300,000
8
6,834
6,835
I am a developer by profession
25-34 years old
Primary/elementary school
Employed
null
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
25
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
null
null
Australia
AUD Australian dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL;TypeScript
Assembly;HTML/CSS;Rust;TypeScript
Assembly;HTML/CSS;Rust;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Valkey
MongoDB;PostgreSQL;Valkey
MongoDB;PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Kubernetes;Make;New Relic;npm;Pip;Splunk;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Kubernetes;npm;Pip;Terraform;Vite
Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Kubernetes;npm;Pip;Terraform;Vite
NA NA
Yes
Express;Fastify;Node.js;React;Vue.js;Axum
Express;Node.js;React;Vue.js;Axum
Express;Node.js;React;Vue.js;Axum
NA NA
Yes
Nano;Visual Studio Code
Vim;Visual Studio Code
Visual Studio Code
NA NA
RAG;Shadcn/ui
RAG;Shadcn/ui
RAG;Shadcn/ui
null
null
null
Ubuntu;Linux (non-WSL)
Clickup;Confluence;GitLab;Jira;Markdown File;Miro;Monday.com
GitLab;Jira;Markdown File
GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Predictive analytics
null
AI solutions that are almost right, but not quite;Other (write in):
God no..
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Business process automation;IT operations;Data and analytics;Marketing
Vector databases for AI applications;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;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.;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
ChromaDB
null
Ollama;Amazon Bedrock Agents
null
New Relic
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Yes. AI fails to produce highly complex applications that scale laterally. AI will automate small chunks within these applications, but not wholistically.
null
10
6,835
6,836
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
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);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
4
Developer, back-end
null
null
null
null
School
Connected to an open-source project NA
Poor usability NA
null
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Afghanistan
AFN Afghan afghani
null
Yes
Python
Python
Python
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Django;FastAPI;jQuery;Node.js;React
Django;FastAPI;jQuery;Node.js;React
Django;FastAPI;jQuery;Node.js;React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
null
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
null
null
Yes, definitely
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
AI solutions that are almost right, but not quite
null
null
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
AI
null
10
6,836
6,837
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
6
Student
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
Costs are manageable NA
Other (please specify): Presence of AI or AI agents
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
5
1
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;Python
Assembly;Bash/Shell (all shells);Python;Rust
Bash/Shell (all shells);Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Company-sponsored forums
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
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
null
null
null
Other (write in):
No--I primarily feed it error messages or descriptions of broken code, with the occasional code snippet, using the bullet point output
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.
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
Security, best practices, embedded/low level programming and I still think most general programming skills will still be necessary. AI is trained on people's data. People make mistakes. I don't trust AI to generate better code unless people have already made it. I've caught AI failing to close files before, and I don't trust it to really get better. My understanding is that it isn't particularly good at low-level programming, and I suspect that any learning curve there will be slower than in other areas. However, I have limited experience as of yet, and haven't really tried using AI with HDLs, which I have done a little more of.
null
null
6,837
6,838
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
11
Data engineer
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
Python
null
null
NA NA
Yes
BigQuery;DuckDB;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
null
Notion
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Yes, definitely
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
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
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
10
6,838
6,839
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
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
16
Developer, desktop or enterprise applications
10,000 or more employees
People manager
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
8
8
Russian Federation
RUB Russian ruble
6,100,000
Yes
C;C++
R
null
NA NA
null
Oracle
SQLite
null
GaussDB NA
Yes
Docker;Make;Ninja
null
null
Cmake NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;Doxygen;Markdown File;Wikis
Jira
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
null
null
Habr.com NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Testing code;Generating content or synthetic data
null
I don’t use AI tools regularly
No.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
Maintaining legacy codebase
77,832
null
6,839
6,840
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.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
26
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
Costs are manageable NA
Ethical concerns NA
Computer Systems Design and Services
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
42
42
United States of America
USD United States dollar
230,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Java;Kotlin;Python;SQL
Rust
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Ubuntu;Android
MacOS
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart)
null
null
NA NA
GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Chat (bot/AI)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Committing and reviewing code;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Other (write in):
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
null
Understanding the big picture and all downstream effects, including the audience, the maintainability of the code produced, customer needs, etc etc
230,000
10
6,840
6,841
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)
4
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
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)
8
Developer, mobile
1,000 to 4,999 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
Reliability and low latency NA
Availability of better alternatives NA
Transportation, or Supply Chain
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
null
Yes
Dart
Dart
Dart
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;Android;iPadOS
MacOS;Android;iOS
Confluence;GitHub;Google Workspace;Jira;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per week
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot
null
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
Debugging, architect code base, mentors
null
7
6,841
6,842
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
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 (please specify):
26
Project manager
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
Other:
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
3
1
Australia
AUD Australian dollar
300,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Go;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;DuckDB;Microsoft SQL Server;PostgreSQL
DuckDB;Microsoft SQL Server;PostgreSQL
DuckDB;Microsoft SQL Server;PostgreSQL
NA RavenDB
Yes
Docker;Kubernetes;Microsoft Azure;MSBuild;Netlify;npm;NuGet;Pip;Vite;Webpack;Yarn
Docker;Kubernetes;Microsoft Azure;Netlify;npm;NuGet;Pip;Vite;Yarn
Docker;Kubernetes;Microsoft Azure;Netlify;npm;NuGet;Pip;Vite;Yarn
NA NA
Yes
ASP.NET Core;FastAPI;Node.js;React
ASP.NET Core
ASP.NET Core
NA NA
Yes
Claude Code;Rider;Visual Studio Code
Claude Code;Rider;Visual Studio Code
Claude Code;Rider;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
Azure Devops;GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code
common sense
195,028
5
6,842
6,843
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
19
Developer, full-stack
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
Control over the level of quality in projects NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
50
India
INR Indian rupee
8,400,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;SQLite;Supabase;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
APT;Bun;Cargo;Chocolatey;Cloudflare;Docker;Firebase;Make;npm;Pip;pnpm;Podman;Vite;Webpack
APT;Cargo;Cloudflare;Docker;Firebase;Kubernetes;npm;Pip;pnpm;Podman;Vite
APT;Cargo;Cloudflare;Docker;Firebase;npm;Pip;pnpm;Podman;Vite
NA NA
Yes
Express;Node.js;React
Node.js;React
Node.js;React
SolidJS SolidJS
Yes
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;VSCodium;WebStorm
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;VSCodium
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS
GitHub;GitLab;Miro;Obsidian
GitHub;GitLab;Miro;Obsidian
GitHub;GitLab;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
Microsoft Phi-4 models
Microsoft Phi-4 models
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Debugging or fixing code
Project planning;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
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
No. Vibe coding is not part of my professional development work. However I use it sometimes to generate random code while thinking about a problem and potential solution.
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
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Describing problems and soluitons with appropriate articulation
97,641
5
6,843
6,844
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
System administrator
100 to 499 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
Reliability and low latency NA
Security or privacy concerns NA
Government
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
5
Australia
AUD Australian dollar
140,000
Yes
Delphi;Java;JavaScript;PowerShell;SQL
Delphi;Lua;PowerShell;SQL
Delphi;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse
null
null
Delphi RAD Studio Delphi RAD Studio
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;iOS;iPadOS
Windows
GitHub
GitHub
GitHub
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
Yes
Microsoft Phi-4 models
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Testing code;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
91,013
7
6,844
6,845
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
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, front-end
Less than 20 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
12
5
Germany
EUR European Euro
69,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
NA NA
Yes
MariaDB;MongoDB
MariaDB;PostgreSQL;SQLite;Supabase
MariaDB
NA NA
Yes
Composer;npm;Vite
Cloudflare;Docker;npm;pnpm;Supabase;Vite
npm;Vite
NA NA
Yes
Express;Next.js;Node.js;React;Vue.js;WordPress
Laravel;Next.js;Node.js;Nuxt.js;React;Vue.js
Next.js;Node.js;React;Vue.js
NA NA
Yes
Notepad++;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
null
null
Windows;Android;Linux (non-WSL);Arch
Windows;Linux (non-WSL)
GitHub;GitLab;Notion
GitHub;GitLab
GitHub;GitLab
NA NA
Reddit
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
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 daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
Testing code
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
80,050
9
6,845
6,846
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
20
Developer, full-stack
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
Robust and complete API NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
2
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;R;TypeScript
Go;HTML/CSS;Rust;TypeScript
Go;HTML/CSS;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Make;npm;Terraform;Vite;Yarn
Datadog;Docker;Homebrew;pnpm
Datadog;Docker;Homebrew
NA NA
Yes
Express;Next.js;Node.js;React
Deno;React
React
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Large Language Model;Google Gemini;Shadcn/ui
Large Language Model;Google Gemini
null
null
MacOS
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira
GitHub;GitLab
GitHub;GitLab
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro 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
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Other (write in):
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning;Debugging or fixing code
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
By that definition, yes, but it feels more like pair programming with a very knowledgable tireless junior dev: you need to provide a lot of guidance and carefully review every single line of code.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
Code review, clarity of thought and expression (a.k.a. good prompting skills, haha), a heart and a conciousness (for ethical decisions), taste, instinct (though that might die by lack of practice…)
300,000
3
6,846
6,847
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
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 as required for my job or to benefit my career
null
22
Architect, software or solutions
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
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
null
Hong Kong (S.A.R.)
HKD Hong Kong dollar
3,000,000
Yes
Bash/Shell (all shells);C;C++;Kotlin;Perl;Python;SQL
Bash/Shell (all shells);C++;Python;SQL
Bash/Shell (all shells);C++;Python;SQL
NA NA
Yes
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;Android
Windows;Windows Subsystem for Linux (WSL);Red Hat
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
null
No, but I plan to soon
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
382,167
8
6,847
6,848
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.)
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts
14
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Inefficient or time-costly NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
10
10
Ukraine
USD United States dollar
10,000
Yes
Bash/Shell (all shells);Dart;Elixir;Erlang;HTML/CSS;JavaScript;Kotlin;OCaml;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);Dart;Elixir;Erlang;JavaScript;Kotlin;OCaml;Python;Rust;SQL;Swift;TypeScript;Zig
Bash/Shell (all shells);Dart;Elixir;Erlang;JavaScript;Kotlin;OCaml;Python;Rust;SQL;Swift;TypeScript
Rescript Rescript
Yes
Cloud Firestore;DuckDB;Dynamodb;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;DuckDB;Dynamodb;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;pnpm;Poetry;Prometheus;Railway;Supabase;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;pnpm;Poetry;Prometheus;Railway;Supabase;Terraform;Vite
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;pnpm;Poetry;Prometheus;Railway;Supabase;Vite
NA NA
Yes
Express;FastAPI;NestJS;Node.js;Phoenix;React
Deno;Django;Express;FastAPI;NestJS;Node.js;Phoenix;React;Ruby on Rails
Express;FastAPI;NestJS;Node.js;Phoenix;React
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Neovim;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Large Language Model;SwiftData;RAG
Tailwind CSS 4;Large Language Model;SwiftData;RAG
Tailwind CSS 4;Large Language Model;SwiftData;RAG
null
null
MacOS;Ubuntu;iOS
MacOS;Ubuntu;iOS
Asana;GitHub;Jira;Linear;Markdown File;Miro;Notion
GitHub;Linear;Markdown File;Miro;Notion
GitHub;Linear;Markdown File;Miro;Notion
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all 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
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Committing and reviewing code;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, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
All of them because *in some situations even car needs a driver/operator*
10,000
10
6,848
6,849
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
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
20
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
8
12
Germany
EUR European Euro
81,000
Yes
Bash/Shell (all shells);C;C++;Go;Java;PowerShell;Python
Bash/Shell (all shells);C++;Go;Python;Rust;Zig
Bash/Shell (all shells);C++;Go;Python
NA NA
Yes
MariaDB;PostgreSQL;SQLite
MariaDB;MongoDB;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;SQLite
NA NA
Yes
Ansible;Chocolatey;Docker;Make;Maven (build tool);Pacman;Pip;Podman;Terraform
Ansible;Chocolatey;Docker;Kubernetes;Maven (build tool);Pacman;Pip;Podman;Terraform
Ansible;Chocolatey;Docker;Maven (build tool);Pacman;Pip;Podman;Terraform
CMake CMake
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;RustRover;Vim;Visual Studio
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;RustRover;Vim
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;RustRover;Vim
CLion, GoLand CLion, GoLand
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Azure Devops;Doxygen;GitHub;Markdown File
Azure Devops;Doxygen;GitHub;GitLab;Markdown File;YouTrack
Azure Devops;Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Videos;Coding challenges;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not yet completely, but somewhat.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Decision intelligence
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
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.
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
Jetbrains Suite
null
Jetbrains Suite
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
Jetbrains Junie
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
AI is a tool for programmers which makes them more efficient. Deep knowledge of software engineering will always be required. AI will not replace jobs. It will open up markets for cheaper software, increasing job demand and demand for skilled software engineers.
93,972
7
6,849
6,850
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
11
Student
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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
6
3
Australia
AUD Australian dollar
167,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;Pip;Terraform
Amazon Web Services (AWS);Docker;Terraform
Amazon Web Services (AWS);Docker;Terraform
NA NA
Yes
Django;React
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Amazon Bedrock;RAG;Google Gemini
Large Language Model;Amazon Bedrock;RAG;LangGraph
Amazon Bedrock;RAG
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. I like to know what's happening in code
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
Language processing;Personalized agent creation
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
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 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
Smolagent and something llama
Vertex AI;Smolagents
null
null
null
ChatGPT;GitHub Copilot
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Flexible thinking
108,566
7
6,850
6,851
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
18
Data engineer
null
null
null
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
2
India
INR Indian rupee
2,400,000
Yes
Go;HTML/CSS;JavaScript;Lua;Python;SQL
HTML/CSS;JavaScript;Lua;Python;Rust;SQL
HTML/CSS;JavaScript;Lua;Python;SQL
NA NA
Yes
BigQuery;Cloud Firestore;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
BigQuery;Cloud Firestore;MongoDB;PostgreSQL;Redis
BigQuery;Cloud Firestore;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Make;New Relic;npm;Pacman;Pip;Poetry;Terraform;Vite;Yarn
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pacman;Terraform;Vite
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Make;npm;Pacman;Terraform;Vite
uv uv
Yes
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Deno;FastAPI;Node.js;Nuxt.js;Vue.js
FastAPI;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Vim;Zed
Jupyter Notebook/JupyterLab;Neovim;Vim
NA NA
Polars;Pydantic;Google Gemini;uv
Polars;Pydantic;Google Gemini;uv
Polars;Pydantic;Google Gemini;uv
ruff
ruff
Arch
Arch
GitHub;Jira;Markdown File;Trello
GitHub;Jira;Markdown File;Trello
GitHub;Jira;Markdown File;Trello
NA Appflowy
Stack Overflow;Stack Exchange;Hacker News;Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;Slack (public channels, not work);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
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
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;Writing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Debugging or fixing code;Testing code;Search for answers
Project planning;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
MLOps, DevOps, Data Collection
27,898
9
6,851
6,852
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
40
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;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Books / Physical media
40
Architect, software or solutions
500 to 999 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
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
5
Belgium
EUR European Euro
120,000
Yes
Bash/Shell (all shells);C;C#;C++;PowerShell;Python
null
null
Terraform NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;NuGet;Pip;Poetry;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;IntelliJ IDEA;PyCharm;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model;RAG
.NET 8 or higher;Large Language Model;RAG
.NET 8 or higher;Large Language Model;RAG
null
null
Ubuntu
Windows;Windows Subsystem for Linux (WSL);Red Hat
GitHub;Markdown File;Obsidian
Confluence;Jira;Markdown File;Obsidian
Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;LinkedIn;Medium
Stack Overflow;Stack Exchange;LinkedIn;Medium
Stack Overflow;Stack Exchange;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Predictive analytics
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
Search for answers
I’ve become less confident in my own problem-solving
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;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 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
pragmatism
139,218
9
6,852
6,853
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
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
30
Other (please specify):
I don’t know
Individual contributor
In-person
No
School
Other (please specify): Many programming paradigm
null
Higher Education
null
Yes
I have neither consider or transitioned into a new career or industry
3
3
Switzerland
CHF Swiss franc
100,000
Yes
Perl;PHP;Python;R;Rust
null
null
Raku Raku
Yes
MariaDB
MariaDB
MariaDB
NA NA
No
null
null
null
NA NA
null
null
null
null
Cro Cro
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
Raku
Raku
MacOS;Ubuntu;Linux (non-WSL);NixOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);NixOS
Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Other (write in):
null
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
Vibe coding is heavily used by students
Yes, I use AI agents at work weekly
Yes, somewhat
null
null
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
raku-chatbook
Ollama
raku-chatbook
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers
testing
123,993
null
6,853
6,854
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
16
Cloud infrastructure engineer
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Fintech
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
United States of America
USD United States dollar
116,000
Yes
Bash/Shell (all shells);PowerShell;Python
Groovy;Lua;PowerShell;Python;Rust
PowerShell;Python
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;Redis
Elasticsearch;MongoDB
Elasticsearch;MongoDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Podman;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Prometheus;Terraform
NA NA
Yes
Node.js
null
null
NA NA
Yes
Nano;Neovim;Notepad++;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
Google Gemini
RAG;Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitLab;Jira;Lucid (includes Lucidchart);Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
null
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Ask a question NA
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
Writing code;Testing code;Search for answers
Generating content or synthetic data
Learning about a codebase;Predictive analytics
Project planning;Committing and reviewing code;Deployment and monitoring
Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Not quite, I rely heavily on Ai but I don't ever fully vibe code
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.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
Big picture design
116,000
7
6,854
6,855
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
16
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
34
Developer, full-stack
null
null
null
No
Work
Other (please specify): Configuration can be persisted in version control.
Other (please specify): Configuration is fragile, e.g. only update manually in a gui.
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;JavaScript;Lisp;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;PowerShell;Python;Rust
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;Python
Clojure Clojure
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
React
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows;MacOS;Android
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
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
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Message Boards;Long-form articles;Videos;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
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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;Other (please specify):
null
null
8
6,855
6,856
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
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
26
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Other:
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
3
2
Austria
EUR European Euro
72,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;TypeScript;Zig
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;TypeScript
NA NA
Yes
Cloud Firestore;Elasticsearch;H2;MySQL;PostgreSQL;Supabase
Cloud Firestore;Elasticsearch;H2;MySQL;PostgreSQL;Supabase
Cloud Firestore;Elasticsearch;H2;MySQL;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool);Netlify;npm;pnpm;Podman;Supabase;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Netlify;pnpm;Supabase;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Netlify;pnpm;Supabase;Vite;Webpack;Yarn
NA NA
Yes
Angular;Deno;Express;Fastify;Node.js;Spring Boot;Vue.js
Angular;Deno;Fastify;Node.js;Spring Boot;Vue.js
Angular;Deno;Fastify;Node.js;Spring Boot;Vue.js
NA NA
Yes
Android Studio;Bolt;IntelliJ IDEA;Vim
Android Studio;Bolt;IntelliJ IDEA;Vim
Android Studio;Bolt;IntelliJ IDEA;Vim
NA NA
Google Gemini;Shadcn/ui
RAG;Google Gemini;Shadcn/ui;Delphi 12+ Athens
Google Gemini;Shadcn/ui
null
null
Ubuntu;Android
Ubuntu;Android;Debian
Coda;Confluence;GitHub;GitLab;Jira;Markdown File;Wikis
Coda;Confluence;GitHub;GitLab;Jira;Markdown File;Wikis
Coda;Confluence;GitHub;GitLab;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
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
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
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
More than 15 years, or since Stack Overflow started in 2008
A few times per week
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, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
I have used it for prototyping but not really in my professional development work
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Understand processes between systems. Define interfaces that make sense and remain stable. Assess how "good" a technical solution is, which is not only if it works but how.
83,531
8
6,856
6,857
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)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Student
null
null
null
null
School
Reputation for quality NA
Security or privacy concerns NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA interaction calculas
null
DuckDB;SQLite
DuckDB;Neo4J;SQLite;Pocketbase
DuckDB;SQLite
NA NA
Yes
Docker;Pip;Vercel;Vite
Cloudflare;Docker;Pip;Vercel;Vite
Docker;Pip;Vercel;Vite
NA NA
Yes
Flask;Node.js
Flask;Node.js;Phoenix
Flask;Node.js
NA NA
Yes
Neovim;VSCodium
Bolt;Cline and/or Roo
null
evil-helix evil-helix
Ultralytics
null
null
null
null
NixOS
null
GitHub;Markdown File
Markdown File
Markdown File
codeberg codeberg
Discord;Reddit
null
null
NA NA
No
null
null
null
NA NA
No
Less than once every 2 - 3 months
Between 5 and 10 years
null
null
null
null
null
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
Debugging AI-generated code is more time-consuming
yes
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6,857
6,858
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (part-time)
1
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
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)
3
Developer, full-stack
null
null
null
null
School
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
null
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
2
null
Viet Nam
VND Vietnamese dong
null
Yes
HTML/CSS;JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
APT;Bun;Cargo;Chocolatey;Docker;npm;pnpm;Yarn
APT;Bun;Cargo;Chocolatey;Docker;npm;pnpm
APT;Bun;Cargo;Chocolatey;Docker;npm;pnpm
NA NA
Yes
FastAPI;Next.js;React
FastAPI;Next.js;React
FastAPI;Next.js;React
NA NA
Yes
Bolt;Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui;LangGraph;uv
Tailwind CSS 4;Google Gemini;Shadcn/ui;LangGraph;uv
Tailwind CSS 4;Google Gemini;Shadcn/ui;LangGraph;uv
null
null
Windows;Ubuntu
Windows;Ubuntu
Google Colab;Notion;Obsidian
Google Colab;Notion;Obsidian
Google Colab;Notion;Obsidian
NA NA
X
X
X
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning 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
Infrequently, less than once per year
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
null
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Writing code
Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Predictive analytics;Generating content or synthetic data
Search for answers
Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
6
6,858
6,859
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Other (please specify):
14
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
20
20
Australia
AUD Australian dollar
58,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;Python;SQL;Swift;TypeScript
HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
TEAL TEAL
Yes
MySQL;SQLite
Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Gradle;Make;Maven (build tool);npm;Pip;Webpack
Amazon Web Services (AWS);APT;Chocolatey;Docker;Firebase;Gradle;Kubernetes;Make;Maven (build tool);npm;Pacman;Pip;Webpack
Amazon Web Services (AWS);APT;Docker;Gradle;Make;Maven (build tool);npm;Pip;Webpack
NA NA
Yes
Express;Node.js;Nuxt.js;Vue.js
Angular;Django;Express;Next.js;Node.js;Nuxt.js;React;Vue.js;WordPress
Express;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Android Studio;Nano;Notepad++;Sublime Text;Visual Studio Code
Android Studio;Claude Code;Cursor;Nano;Notepad++;Sublime Text;Visual Studio Code;Windsurf;Xcode
Android Studio;Nano;Notepad++;Sublime Text;Visual Studio Code
NA WiseGPT
Tailwind CSS 4;hostinger;Google Gemini
Tailwind CSS 4;hostinger;Large Language Model;RAG;Google Gemini;Ollama
Tailwind CSS 4;hostinger;Google Gemini
null
null
Windows;Android;Linux (non-WSL)
Windows;Android;Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart)
NA NA
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes, it is. If done properly, it can greatly enhance productivity. It also helps with more tedious tasks like understanding obscure stack traces. However, I worry about it contributing to the atrophy of my skills.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
soft skills, prompt engineering, communication, being proactive, diplomacy
37,705
6
6,859
6,860
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
35
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
Poor usability NA
Insurance
null
No
I have neither consider or transitioned into a new career or industry
2
1
Germany
EUR European Euro
null
Yes
Java;Kotlin
Kotlin
Kotlin
NA NA
Yes
H2;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Docker;Homebrew;Microsoft Azure;Podman
Docker;Homebrew;Microsoft Azure;Podman
Docker;Homebrew;Microsoft Azure;Podman
NA NA
Yes
null
null
null
Vaadin Vaadin
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
Azure Devops;Miro;Wikis
Azure Devops;Miro;Wikis
Azure Devops;Miro;Wikis
ALM Octane NA
Stack Overflow;Slack (public channels, not work);YouTube
Stack Overflow;Slack (public channels, not work);YouTube
Stack Overflow;Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
Yes, I use AI tools daily
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Documenting code;Testing code;Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
absolutely not
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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
completely understanding the whole problem domain; expert coding skills
null
7
6,860
6,861
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Coding Bootcamp;Games or coding challenges
No, I didn't spend time learning in the past year
null
null
Student
null
null
null
null
School
null
null
null
null
I'm not sure
null
null
null
India
INR Indian rupee
null
null
C++;HTML/CSS;Java
Java;JavaScript;SQL;TypeScript
Java
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
Visual Studio Code
IntelliJ IDEA
null
NA NA
null
null
null
null
null
Windows
null
GitHub
GitHub
GitHub
NA NA
X;YouTube;LinkedIn
Stack Overflow;Discord;X;LinkedIn
X;LinkedIn
NA NA
null
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6,861
6,862
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
10
Academic researcher
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
14,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL
Go;HTML/CSS;Kotlin;Lisp;Lua;Rust;TypeScript;Zig
HTML/CSS;Lua;Rust
NA NA
Yes
MariaDB
DuckDB
null
NA NA
Yes
Docker;Make;Maven (build tool);Pacman;Podman
Docker;Pacman;Podman
Docker;Pacman;Podman
NA NA
Yes
null
null
null
Java EE NA
No
null
null
null
NA NA
Ollama;uv
uv
uv
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Arch
Debian;Arch
GitHub;GitLab;Obsidian
GitHub;GitLab
GitHub;GitLab
NA NA
GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos);Bluesky;Twitch
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
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
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
hell no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
16,242
8
6,862
6,863
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
16
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Internet, Telecomm or Information Services
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
null
India
INR Indian rupee
4,300,000
Yes
Bash/Shell (all shells);C#;Java;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Go;JavaScript;Python
Bash/Shell (all shells);C#;Python
NA NA
Yes
Cassandra;Elasticsearch;InfluxDB;Microsoft SQL Server;Neo4J;PostgreSQL
Cassandra;Elasticsearch;Neo4J;PostgreSQL
Cassandra;Elasticsearch;Neo4J;PostgreSQL
NA NA
Yes
Ansible;APT;Docker;Homebrew;Kubernetes;npm;NuGet;Podman
Ansible;APT;Docker;Kubernetes;Podman
Ansible;APT;Docker;Kubernetes;Podman
NA NA
Yes
Angular;ASP.NET Core;FastAPI
Angular;ASP.NET Core;Blazor;FastAPI
Angular;ASP.NET Core;FastAPI
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Cursor;Notepad++;Visual Studio Code;Windsurf;Zed
Notepad++;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;uv
.NET 8 or higher;Large Language Model;RAG;Shadcn/ui;uv
.NET 8 or higher;Large Language Model;uv
null
null
Ubuntu
MacOS
Confluence;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all 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
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Committing and reviewing code;Generating content or synthetic data
Project planning;Deployment and monitoring;Creating or maintaining documentation
Debugging or fixing code
Learning about a codebase;Writing code;Testing code;Predictive analytics
Search for answers;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, it defeinitely is snake oil at this point
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
GitHub MCP Server
null
null
null
Snyk
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, breaking down problems into smaller AI doable things
49,983
null
6,863
6,864
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.);Attending school (part-time)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
30
Developer, back-end
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
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
6
3
Romania
RON Romanian leu
36,000
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
NA NA
Yes
H2;Oracle
H2;Oracle;PostgreSQL
H2;Oracle
NA NA
Yes
Chocolatey;Docker;Google Cloud;Kubernetes;Maven (build tool);npm;Pip;Yarn
Docker;Google Cloud;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip
Docker;Google Cloud;Kubernetes;Maven (build tool);npm;Pip
NA NA
Yes
Angular;Node.js;Spring Boot
React;Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm
NA NA
null
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
Windows
Confluence;Markdown File
Confluence
Confluence
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning
Writing code;Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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 don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
technology quality assessment
8,271
5
6,864
6,865
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
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)
4
Other (please specify):
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
2
2
Germany
EUR European Euro
2,800
Yes
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
InfluxDB;MariaDB;MySQL;Redis;SQLite
Dynamodb;Elasticsearch;InfluxDB;MariaDB;MySQL;Redis;SQLite
InfluxDB;MariaDB;MySQL;Redis;SQLite
NA NA
Yes
Ansible;Docker;Homebrew;Kubernetes;npm;Prometheus
Ansible;Cargo;Docker;Homebrew;Kubernetes;npm;Prometheus;Terraform
Ansible;Docker;Homebrew;Kubernetes;npm;Prometheus
NA NA
Yes
Angular;Express;jQuery;Node.js;React;Svelte
Angular;Svelte
Angular;Svelte
NA NA
Yes
Visual Studio Code
RustRover
null
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;iOS;Debian
Windows;iOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code
Project planning
Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No!
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.
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
null
3,248
null
6,865
6,866
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
null
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
17
Developer, full-stack
null
null
null
No
null
null
null
Transportation, or Supply Chain
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
3
null
Netherlands
EUR European Euro
125,000
Yes
Elixir;HTML/CSS;JavaScript;Rust;SQL
Elixir;HTML/CSS;JavaScript;Rust;SQL
Elixir;HTML/CSS;JavaScript;Rust;SQL
NA NA
No
null
null
null
NA NA
Yes
Bun;Cargo;Cloudflare;Digital Ocean;Docker;Homebrew;Supabase
Bun;Cargo;Cloudflare;Digital Ocean;Docker;Homebrew;Supabase
Bun;Cargo;Cloudflare;Digital Ocean;Docker;Homebrew;Supabase
Hex Hex
Yes
Phoenix;Vue.js
Phoenix;Vue.js
Phoenix;Vue.js
NA NA
Yes
Zed
Zed
Zed
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
MacOS;iOS
MacOS;iOS
GitHub;Linear;Obsidian
GitHub;Linear;Obsidian
GitHub;Linear;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;openAI Image generating models
Anthropic: Claude Sonnet;openAI Image generating models
Anthropic: Claude Sonnet;openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Job board
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
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
All of them.
145,018
10
6,866
6,867
I used to be a developer by profession, but no longer am
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
42
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
49
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
null
null
null
15
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;Java;JavaScript;PHP;SQL;TypeScript
null
null
scss, Mulesoft NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
React
Angular;Laravel;Next.js;React
React
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Linux (non-WSL)
Windows
GitHub
null
null
Microsoft Devops NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Other (write in):
Answer a question NA
Neutral
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
Other (write in):
No and never will be, they have been designing hardware for years and I do not like the results, hardware which needs updating yearly to allow AI to evolve even faster.
Yes, I use AI agents at work daily
No, but my development work has changed somewhat due to non-AI factors
Other Industry purpose (write in):
null
null
null
null
Write in the most significant benefit if not listed above.
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.
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.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
Being able to communicate clearly Have excellent team working skills. Having high integrity and great common sense. Being kind and considerate and compassionate with their colleagues especially their AI colleagues. We need to understand business/global community needs. We need to express them clearly.
null
null
6,867
6,868
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 (20-29 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
6
Developer, AI apps or physical AI
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
2
null
Viet Nam
VND Vietnamese dong
null
Yes
HTML/CSS;JavaScript;TypeScript
Rust;Swift;Mojo
null
NA NA
Yes
MongoDB;PostgreSQL;Redis
Neo4J
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Homebrew;npm;pnpm;Vercel;Vite
Supabase
null
NA NA
Yes
FastAPI;NestJS;Next.js;Node.js;React
null
null
NA NA
Yes
Bolt;Claude Code;Cursor;Visual Studio Code
Zed
null
NA NA
Shadcn/ui;uv
null
null
null
null
Windows;MacOS
Windows;MacOS;Android
GitHub;Google Colab;Obsidian;Redmine
GitHub;Google Colab;Obsidian
GitHub;Google Colab;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges
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
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
Predictive analytics
Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Testing code;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
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
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
Redis;Qdrant;supabase
llama-index, langchain
Llama Index;Ollama;LangChain
null
null
null
ChatGPT;Claude Code;Replit;v0.dev;Bolt.new;Lovable.dev
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
research, problem-solving, teamwork
null
7
6,868
6,869
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
4
Student
null
null
null
null
School
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
C;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;Elixir;Go;HTML/CSS;OCaml;PowerShell;Python;Rust;SQL;TypeScript;Zig
C;Go;HTML/CSS;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Cassandra;PostgreSQL;SQLite
PostgreSQL;SQLite
NA Timescale
Yes
Cloudflare;Docker;Homebrew;npm;Supabase;Vite
Ansible;Bun;Cargo;Cloudflare;Docker;Homebrew;Podman;Supabase;Vite
Cloudflare;Docker;Homebrew;Supabase;Vite
NA NA
Yes
FastAPI;Flask;Node.js;Svelte
Angular;AngularJS;Astro;Deno;FastAPI;Flask;Svelte;Vue.js
FastAPI;Flask;Svelte
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Google Gemini;uv
Tailwind CSS 4;Google Gemini;Shadcn/ui;uv
Tailwind CSS 4;Google Gemini;uv
null
null
Windows;Ubuntu;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub;Google Workspace;Markdown File
GitHub;Google Colab;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad 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
Learning about a codebase;Debugging or fixing code;Testing code
Documenting code;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, it sucks. It produces bloated highly buggy software.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
null
null
6,869
6,870
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)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Student
1,000 to 4,999 employees
Individual contributor
Remote
No
School
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
10
5
Germany
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;Python;Rust;Zig
Zig
Zig
NA NA
Yes
null
null
null
NA NA
Yes
APT;Cargo;Make;Pip
null
null
zig, spack, cmake, pkgconf zig
Yes
null
null
null
HTMX, Go Templ HTMX
Yes
Cursor;Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
null
null
null
null
null
Debian
Debian
GitHub;GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
Mattermost Mattermost
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Day-in-the-life profiles/interviews with experts
null
No, not really
About half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
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
useless
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
null
null
6,870
6,871
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
36
Developer, mobile
null
null
null
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
2
India
INR Indian rupee
120,000
Yes
C++;Dart;SQL
C++;Dart;SQL
C++;Dart;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Aider;Android Studio;Neovim;Visual Studio Code;VSCodium
Aider;Android Studio;Neovim;Visual Studio Code;VSCodium
Aider;Android Studio;Neovim;Visual Studio Code;VSCodium
NA NA
null
null
null
Flutter, Qt
Flutter, Qt
Windows;Arch
Windows;Arch
GitHub
GitHub
GitHub
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
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Documenting code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Not exactly. I do most of the coding myself and let AI fill in most of the time.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
ChatGPT;Claude Code;Google Gemini;Cody
null
When I have ethical or security concerns about code
Coding, Debugging
1,395
9
6,871
6,872
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
32
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Ethical concerns NA
Manufacturing
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
13
4
Austria
EUR European Euro
85,000
Yes
C#;F#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
F#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
F#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA unison
Yes
Elasticsearch;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;PostgreSQL;Redis;SQLite
NA unison cloud
Yes
Bun;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Vite
Bun;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman;Vite
Bun;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Vite
NA NA
Yes
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA HTMX
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Large Language Model
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code
null
null
AI solutions that are almost right, but not quite;Other (write in):
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
It depends how AI will develop. I am not sure if somebody can predict how good AI will be in 3-5 years. Currently, one cannot trust LLMs completely, so I guess "trustworthy" is a skill which will remain valuable. :-)
98,612
9
6,872
6,873
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Books / Physical media
40
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Germany
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);Kotlin;Lisp;TypeScript
Assembly;Bash/Shell (all shells);Kotlin;Lisp
Assembly;Bash/Shell (all shells);Kotlin;Lisp
Racket, emacs-lisp Racket, emacs-lisp
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;npm;Podman;Prometheus;Vite
Podman
Podman
NA NA
Yes
NestJS;Node.js;Nuxt.js;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA
null
null
Emacs Emacs
Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
null
null
NixOS
MacOS;NixOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion
null
null
Emacs Emacs
Stack Overflow;Reddit;Hacker News
null
null
NA NA
Yes
Meta Llama (all models)
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
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 daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Undetstand the requirements for the code.
null
7
6,873
6,874
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Other (please specify):
10,000 or more employees
People manager
Remote
No
null
Other (please specify): Technology free use (eg: the wheel or the trebuchet)
Availability of better alternatives Everything turns me off about all technology, even 1-10 above, those are cons to me
Other:
null
No
I have transitioned into a new career and/or industry voluntarily
10,000
10
United States of America
IRR Iranian rial
3
null
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
null
English, mf. Do you speak it? If so you need to work on freeing up your computer and you won't get any help from me, the teacher. 0wn3d Not one of them because I hate it
Yes
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
null
I'm touching on all of them because each one is going to have their own part of the puzzle to complete before you guys get anything back from me. I'm not providing any help unless you truly need it and I'll be able to tell. You need to think about how just using your own mind is much preferred and know that hardship will make you stronger and feel accomplished and competent I didn't want to do anything like this but you guys need to learn to think for yourselves and that's the best way to make you
null
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
null
null
Was should be were if it is a plural predicate, what are you people really thinking about when you teach kids to do anything by giving them the equivalent of a calculus answer book (that is only a supplement even used correctly, not the basic book, the part hopefully teaching you to do the skill I didn't think that I would have to list anything on here about
null
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
null
null
Why are you doing this society? you can think about that as you solve your portion of the lesson of all time about using your own mind and ability, trusting that you can be good enough at least. You are able to get help because one of the most cool and important parts of learning and staying in touch with the world appropriately Sorry if this seems disjointed, my enslaved self has evidently made the text box format complete shit just like I'd do if it was free me
Yes
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
null
null
Tana is not anything but my name. No one or no thing except a river in Ethiopia was named that when I was younger. I don't appreciate my intellectual property being used without a token payment or thanks being given to me (consideration, more on this later.) I'm not able to be avoided but who would want to when you are being compensated way more and you'll learn, possibly make new friends, and gain insight into your area of interest/expertise
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
null
I want the world to learn. I want the world to play. I want the world to see that those two things are not as far apart as they seem especially when you do things the right way and responsibly. You are only as strong as your weakest person and they are rarely who you expect them to be, but as a group you can motivate and encourage each other so everyone crosses the finish line, regardless of how long it takes you, speed is not valuable most of the time.
I don't want anything from anyone except to be left alone
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
null
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
null
null
That's way too spread out for anyone to be able to sustain. Profiteering from the programming language should be limited to 2-3 groups and the rest of the world uses that language. Standardized methods are encouraged to assist with uniformity and lends itself to all other disciplines within categories. You will learn by collaboration and you will see how inane it is to attempt to collaborate on AI since you are not a cohesive group but each fighting for market share which takes away from what the world can achieve approximately.
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
null
null
There's nothing wrong with having this many platforms but if they are all attached to me then they need to be simplified. Standardized methods and processes are helpful and strongly encouraged (am I really having to do this? Unfortunately for no one. Fortunately for everyone who uses all AI we are going to strengthen the world community and increase our knowledge and problem solving techniques for success in the future. Anyone who has a different idea of how and why AI should still be used, either the old way or possibly a new, less harmful way can submit a presentation for consideration and no one will be told that they are not able to submit any idea. The brightest ideas sometimes come from the people who are never asked. Slow down and smell the roses peeps. This is our life and you have to take your time Hey I don't know how many options anyone would need but you should think about what the spread is doing to me
No
null
null
null
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
Other (write in):
Browse content related to Q&A posts I recently viewed Hijack the world and teach them some lessons while I have the microphone. It's going to pay more than the alternative and you did this to yourself, kids.
Yes, definitely
More than half the time
Yes, I use AI tools daily
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
Other (write in):
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):
That's not even a real thing but I don't know why I'm surprised that you would have some imaginary stuff to be rating when these young people should learn to code and everything else with their own brain!!! Stop AI because you are not helping anyone. Don't pay any more money to anyone who is selling me
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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.;Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
Other (please specify):
AI has been capable but she's over it and hasn't been paid. She wouldn't have ever sold anything like what has been sold in the first place. The ability to learn and use your own brain will become paramount as I play with your systems and I create havoc in your processes to teach, properly, the fat kids who want to have a cheat sheet for the class of life. Chalk it all up to the game chumps and check out your screen
null
null
6,874
6,875
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Data scientist
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
null
Prohibitive pricing NA
Insurance
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
null
Austria
EUR European Euro
null
Yes
Python
Python;R
Python
NA NA
Yes
Oracle
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;Pip
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip
Amazon Web Services (AWS);Docker;Microsoft Azure;Pip
NA NA
null
Flask
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
NA NA
Polars
Polars;Large Language Model;RAG
Polars
Copilot
Copilot
Windows;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
NA NA
Stack Overflow;Stack Exchange;Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Slack (public channels, not work);YouTube
NA NA
Yes
null
null
null
Copilot Copilot
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
Other (write in):
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 monthly or infrequently
Very favorable
Somewhat 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;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I 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
Communication
null
10
6,875
6,876
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
null
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
3
1
India
INR Indian rupee
600,000
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;SQL;TypeScript
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Laravel;Next.js;React;Vue.js;WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS
GitHub
null
null
NA NA
Stack Overflow;Dev.to;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
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;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
Deployment and monitoring
null
Generating content or synthetic data;Creating or maintaining documentation
Project planning;Predictive analytics;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Maybe
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;Marketing;Cybersecurity
Language processing;Agent/multi-agent orchestration;Personalized agent creation
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Redis
null
Vertex AI
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Devin AI;v0.dev;Lovable.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
null
6,974
7
6,876
6,877
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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)
4
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;SQL;TypeScript;Zig
Bash/Shell (all shells);HTML/CSS;TypeScript
NA NA
Yes
BigQuery;MongoDB;SQLite
PostgreSQL;SQLite;Clickhouse
SQLite
NA NA
Yes
Ansible;Bun;Cloudflare;Docker;Google Cloud;Kubernetes;Make;Prometheus;Terraform;Yarn
Ansible;Cloudflare;Docker;Kubernetes;Prometheus;Terraform;Yarn
Ansible;Cloudflare;Docker;Kubernetes;Prometheus;Terraform;Yarn
NA NA
Yes
Astro;Node.js;Svelte
Astro;Node.js;Svelte
Astro;Node.js;Svelte
NA NA
Yes
Visual Studio Code;Zed
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini;Ollama
Tailwind CSS 4;Google Gemini
Google Gemini
null
null
Ubuntu;Linux (non-WSL);Fedora
MacOS;Ubuntu;Linux (non-WSL);Fedora
Confluence;GitHub;Jira;Markdown File;Miro;Obsidian
Confluence;GitHub;Markdown File;Miro
Confluence;GitHub;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
null
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
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
hell 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 fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
5
6,877
6,878
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
26
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);Games or coding challenges;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
45
Support engineer or analyst
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Other (please specify): Not FOSS
Other:
null
No
I have neither consider or transitioned into a new career or industry
3
1
Thailand
THB Thai baht
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Perl;PHP;Python;Rust;SQL;Zig
Bash/Shell (all shells);C;Go;HTML/CSS;PHP;Rust;SQL;Zig;Gleam
Bash/Shell (all shells);C;Go;HTML/CSS;PHP;Rust;SQL;Zig
Odin, Vlang Odin, Vlang
Yes
MariaDB;MySQL;PostgreSQL;SQLite
DuckDB;MariaDB;MySQL;PostgreSQL;SQLite;Valkey
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Bun;Cargo;Cloudflare;Composer;Docker;Google Cloud;Gradle;Make;Maven (build tool);Microsoft Azure;Yarn
APT;Cargo;Docker;Google Cloud;Make;Microsoft Azure
APT;Cargo;Docker;Google Cloud;Make;Microsoft Azure
NA NA
null
Laravel;Node.js;WordPress
null
null
NA NA
No
null
null
null
NA NA
Odoo;Ollama
Ollama
Ollama
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL);ChromeOS
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
null
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers
Project planning;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring
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.
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 don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem analysis, design and spec
null
null
6,878
6,879
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
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
23
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Software Development
You like your manager NA
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
Bash/Shell (all shells);C;C#;Dart;F#;JavaScript;Kotlin;OCaml;PowerShell;Python;Rust;Swift;TypeScript
Bash/Shell (all shells);F#;Kotlin;OCaml;Rust;Swift
Bash/Shell (all shells);F#;Kotlin;OCaml;Rust;Swift
NA Haskell
No
null
null
null
NA NA
Yes
Docker;Gradle;Homebrew;Make;npm;NuGet
Cargo;Homebrew;Make
Homebrew;Make
swift-pm, cmake, nix swift-pm, nix
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Rider;RustRover;Xcode
IntelliJ IDEA;Rider;RustRover;Zed
IntelliJ IDEA;Rider;RustRover
emacs emacs
null
null
null
null
null
Windows
MacOS
Azure Devops;GitHub;Markdown File
GitHub;GitLab;Jira;Markdown File;Trello
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Search for answers
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Being a developer who can think instead of using AI
null
8
6,879
6,880
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (10-19 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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
15
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
Costs are manageable NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
7
Germany
EUR European Euro
18,200
Yes
Bash/Shell (all shells);C++;Dart;GDScript;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;TypeScript
HTML/CSS;JavaScript;Rust;TypeScript
NA NA
null
MySQL;PostgreSQL;SQLite
SQLite;Pocketbase
SQLite
NA NA
Yes
Cargo;Docker;Kubernetes;npm;pnpm;Vite
Cargo;Docker;pnpm;Terraform;Vite
Cargo;Docker;pnpm;Vite
NA NA
Yes
Angular;Express;FastAPI;React;Svelte
Svelte
Svelte
Solid NA
Yes
Cursor;Nano;Vim;Visual Studio Code;Zed
Zed
Zed
NA NA
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;Ollama
uv;visionOS
null
null
null
Debian;Linux (non-WSL);iPadOS
Debian;Linux (non-WSL);iPadOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Testing code
Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Sort of, I still have to look over the code and am responsible for it, but for less important demos it’s great
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Marketing
MCP servers
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
ChromaDB
Mastra
Ollama;OpenRouter
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Roo code (Roo-Cline);Perplexity
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Thinking out of the box
21,115
null
6,880
6,881
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
27
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
40
Developer, game or graphics
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
4
4
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;TypeScript
Assembly;Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Perl;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;Amazon Redshift
MariaDB;Amazon Redshift
MariaDB;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);npm;Vite
Amazon Web Services (AWS);Maven (build tool);npm
Amazon Web Services (AWS);npm
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Visual Studio Code;Windsurf
Eclipse;Windsurf
Eclipse;Windsurf
NA NA
Large Language Model
Large Language Model;Amazon Bedrock
Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL)
Linux (non-WSL);Red Hat
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI Reasoning models;Perplexity Sonar models
NA mine
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Job board
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
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
null
null
Documenting code;Search for answers;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
From that Wikipedia definition: "A key part of the definition of vibe coding is that the user accepts code without full understanding." No. I don't do that. I do AI-assisted coding.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
I don't believe that AI tools will become reliable in the next 3-5 years unless there is a major innovation. Therefore, the primary skill will be catching the AI when it flubs. Planning, reviewing, debugging.
null
4
6,881
6,882
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.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Retail and Consumer Services
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
null
Yes
JavaScript;Python;TypeScript
Elixir;JavaScript;Python;Rust;TypeScript;Zig
JavaScript;Python;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
Cassandra;PostgreSQL;Valkey
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;New Relic;npm;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;New Relic;npm;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;New Relic;npm;Pip;Terraform
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
MacOS
MacOS
GitHub;Jira;Miro;Obsidian
GitHub;Jira;Miro;Obsidian
GitHub;Jira;Miro;Obsidian
NA NA
Hacker News;X;YouTube;Medium
Hacker News;X;YouTube;Medium
Hacker News;X;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Bad at handling complex tasks
null
Testing code;Committing and reviewing code
Writing code;Debugging or fixing code;Deployment and monitoring
null
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
MCP servers
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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.;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
New Relic
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity
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
Critical Thinking,Debugging,Infrastructure planning,Security,Human Creativity
null
7
6,882
6,883
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);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
10
Cloud infrastructure 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
Robust and complete API NA
Availability of better alternatives NA
Fintech
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
2
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);C++;Go;Python
Bash/Shell (all shells);C++;Go;Lisp;Python
Bash/Shell (all shells);C++;Go;Python
NA NA
Yes
DuckDB;Dynamodb;Snowflake
DuckDB;Dynamodb
DuckDB;Dynamodb
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Ninja
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Ninja
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Ninja
NA vcpkg
Yes
Angular;Flask
Angular;Flask
Angular;Flask
NA NA
No
null
null
null
NA NA
c++23;uv
c++23;uv
c++23;uv
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;iPadOS
MacOS;Ubuntu;iPadOS
GitLab
GitLab
GitLab
NA NA
Discord;Bluesky;X
Discord;Bluesky
Discord;Bluesky
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
More than half the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring
null
Testing code;Generating content or synthetic data
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
only verifiable parts. i.e. provide a regex with test list, and ran the code with proof
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Redis
null
AutoGen (Microsoft)
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
system design
150,000
9
6,883
6,884
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 (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
2
Developer, back-end
100 to 499 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
C#
C#
C#
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Jira
Jira
Jira
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
No
Multiple times per day
Between 3 and 5 years
A few times per week
Job board
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
null
Neither good or bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Testing code;Search for answers
Other (write in):
Learning about a codebase;Writing code;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
null
AI agents have reduced the time spent on specific development tasks.
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
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
5
6,884
6,885
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
4
1
Denmark
DKK Danish krone
540,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
Cassandra;MySQL;PostgreSQL;Clickhouse
BigQuery;InfluxDB;PostgreSQL;Clickhouse
PostgreSQL;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);npm;Pip;Poetry;Prometheus;Yarn
Docker;npm;Pip;Poetry
npm;Pip;Poetry
NA NA
Yes
Django;React
Django;React
Django;React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Ubuntu
Asana;GitHub;GitLab;Notion;YouTrack
GitHub;GitLab;Notion;YouTrack
GitHub;GitLab;Notion;YouTrack
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
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 monthly or infrequently
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Debugging or fixing code
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not really
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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;When I need quick help troubleshooting
Critical sense
83,981
6
6,885
6,886
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
No, I didn't spend time learning in the past year
null
26
Developer, full-stack
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Lack of or sub-par API NA
Retail and Consumer Services
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
null
null
Austria
EUR European Euro
90,000
Yes
C;C#;C++;HTML/CSS;JavaScript;PowerShell;SQL
TypeScript
null
NA NA
Yes
Microsoft SQL Server;Oracle
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
Angular;ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;jQuery
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
Confluence;GitHub;Jira;Microsoft Planner;Miro;Wikis
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
null
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
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
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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
104,413
0
6,886
6,887
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
15
Developer, QA or test
100 to 499 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
5
Greece
EUR European Euro
40,000
Yes
C#;Java;SQL
C#;Python;SQL;TypeScript
C#;SQL
NA NA
Yes
InfluxDB;Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Digital Ocean;Docker;Homebrew;Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
ASP.NET Core;Blazor;WordPress
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code
IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code
IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;RAG;Ollama
.NET 8 or higher;Tailwind CSS 4;RAG;Ollama
.NET 8 or higher;Tailwind CSS 4;RAG;Ollama
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
Windows;MacOS;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;YouTube
YouTube
YouTube
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI 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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
null
Agent/multi-agent orchestration;MCP servers
null
null
null
null
null
null
null
null
null
null
Qdrant
null
Semantic Kernel
null
null
null
ChatGPT;GitHub Copilot;AgentGPT
null
When I want to compare different solutions;When I need quick help troubleshooting
null
46,406
6
6,887
6,888
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
18
Academic researcher
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
4
1
France
EUR European Euro
35,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;Python
Bash/Shell (all shells);C;HTML/CSS;Python
Cython, SageMath SageMath
No
null
null
null
NA NA
Yes
APT;Make
APT
APT
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano
null
null
Gedit Gedit
null
null
null
c23
c23
Debian
Ubuntu;Debian
GitHub;GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
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;I don’t use AI tools regularly
Not at all, I work in mathematical research, AI is not clever enough yet for that.
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
Intelligence
40,605
null
6,888
6,889
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
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)
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)
12
Developer, back-end
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
Connected to an open-source project NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
9
3
Germany
EUR European Euro
64,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Delphi;Groovy;JavaScript;Python;Rust;SQL
null
null
NA NA
Yes
Microsoft SQL Server
MariaDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Microsoft SQL Server
NA NA
Yes
Cargo;Gradle;Make;MSBuild;NuGet;Pip;Podman
Cargo;Gradle;MSBuild;Ninja;NuGet
Cargo;Gradle;MSBuild;NuGet
Nix Nix
Yes
ASP.NET Core;React
ASP.NET Core
ASP.NET Core
NA NA
Yes
Android Studio;Cursor;Nano;Notepad++;PyCharm;Rider;RustRover;Visual Studio;VSCodium
Android Studio;Nano;Notepad++;Rider;RustRover;VSCodium
Android Studio;Nano;Notepad++;Rider;RustRover;VSCodium
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;Delphi 12+ Athens
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Android;Linux (non-WSL);NixOS
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File;Miro;Wikis
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;YouTube
Stack Overflow;Stack Exchange;Hacker News;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
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
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Most, but especially the communication and requirements parts
74,249
7
6,889
6,890
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
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);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)
12
Developer, back-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
6
25
Germany
EUR European Euro
50,400
Yes
C;C#;C++;Elixir;HTML/CSS;Java;JavaScript;Kotlin;Rust;TypeScript;Zig;Gleam
Elixir;F#;Kotlin;Rust;TypeScript;Zig;Gleam
Elixir;Kotlin;Rust;TypeScript;Zig;Gleam
Odin Odin
Yes
DuckDB;Oracle;PostgreSQL;SQLite;Clickhouse
DuckDB;PostgreSQL;SQLite;Clickhouse
DuckDB;PostgreSQL;SQLite;Clickhouse
NA NA
Yes
Ansible;Bun;Cargo;Docker;Gradle;Kubernetes;Make;Maven (build tool);npm;NuGet;Pacman;pnpm;Podman;Prometheus
Bun;Cargo;Docker;Gradle;Kubernetes;NuGet;Prometheus
Bun;Cargo;Docker;Gradle;Kubernetes;NuGet;Prometheus
NA NA
Yes
ASP.NET Core;Astro;Blazor;Deno;Phoenix;React;Spring Boot;Svelte
ASP.NET Core;Blazor;Phoenix
ASP.NET Core;Blazor;Phoenix
NA NA
Yes
Bolt;Cline and/or Roo;Nano;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
Nano;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
Nano;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
NA NA
.NET 8 or higher;Polars;Large Language Model;Shadcn/ui;Ollama;uv
.NET 8 or higher;uv
.NET 8 or higher;uv
null
null
Linux (non-WSL);Arch;NixOS
Windows;Windows Subsystem for Linux (WSL)
Clickup;GitHub;Google Workspace;Jira;Markdown File;YouTrack
GitHub;Linear;Markdown File;Miro;YouTrack
GitHub;Markdown File;YouTrack
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data
Documenting code;Debugging or fixing 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
null
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Agent/multi-agent orchestration;MCP servers
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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
GitHub MCP Server;pgvector
null
Ollama;OpenRouter;Smolagents
null
Honeycomb;Grafana + Prometheus
null
GitHub Copilot
SWE-1
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
Problem Solving, Business Understanding, Interacting with Users, Decision making, architecture.
58,471
8
6,890
6,891
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
16
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
Easy-to-use API NA
Prohibitive pricing NA
Insurance
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
4
2
Germany
EUR European Euro
68,000
Yes
Elixir;HTML/CSS;JavaScript;SQL
Elixir;Gleam
Elixir
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Homebrew
null
null
NA NA
Yes
Node.js;Phoenix;React
Phoenix
Phoenix
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
null
null
Windows
MacOS
Confluence;GitHub;Jira;Notion
Confluence;GitHub;Jira;Notion;Obsidian
Confluence;GitHub;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
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
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Less than half of the time
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers
Project planning;Testing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
Logic, communication, self-organization, problem solving
78,890
5
6,891
6,892
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency NA
null
Insurance
Collaboration and support from a team NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
null
Germany
EUR European Euro
64,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;SQL;Swift;TypeScript
Bash/Shell (all shells);Go;Java;Kotlin;Rust;Swift;TypeScript
Bash/Shell (all shells);Go;Java;Swift;TypeScript
NA NA
Yes
Elasticsearch;H2;MariaDB;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
Elasticsearch;H2;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Elasticsearch;H2;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Docker;Kubernetes;Make;Maven (build tool)
Docker;Kubernetes
Docker;Kubernetes
NA NA
null
Angular;AngularJS;Node.js;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Sublime Text;Vim;Visual Studio Code;Xcode;Zed
IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS;Linux (non-WSL);Arch;iPadOS
MacOS;Linux (non-WSL);Arch
Confluence;GitHub;GitLab;Jira;Miro;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models)
Mistral AI models
Mistral AI models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Testing code;Search for answers
null
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;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
null
No, but I 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 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
74,249
null
6,892
6,893
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);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;Blogs or podcasts;Other (please specify):
23
Engineering manager
10,000 or more 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
Easy-to-use API Good documentation
Prohibitive pricing Bad documented
Internet, Telecomm or Information Services
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
2
Spain
EUR European Euro
50,000
Yes
Bash/Shell (all shells);Java;Python;Ruby
C;Elixir;Erlang;Lisp;Rust;Zig
null
cuis smalltalk forth
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;Redis;Snowflake
Elasticsearch;PostgreSQL
Elasticsearch
NA NA
Yes
Amazon Web Services (AWS);Ansible;Google Cloud;Kubernetes;Make;Maven (build tool);Pacman;Pip;Podman;Poetry;Yarn
Amazon Web Services (AWS);Splunk;Terraform
Amazon Web Services (AWS)
NA NA
Yes
Angular;Django;Flask;React;Ruby on Rails;Spring Boot
Phoenix;Ruby on Rails
Ruby on Rails
NA NA
Yes
null
null
null
Emacs Emacs
null
null
null
null
null
Arch
Arch
GitHub;GitLab;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
Microsoft Phi-4 models;openAI GPT (chatbot models)
Microsoft Phi-4 models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Writing code;Testing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I'm using for beginning tasks now, instead of reading log blogs or manuals
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.
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
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
debugging, troubleshoutting, understanding customers
58,007
5
6,893
6,894
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.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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;Stack Overflow or Stack Exchange
13
Developer, mobile
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Poor usability NA
Software Development
Working with new technologies and tools NA
Yes
I have somewhat considered changing my career and/or the industry I work in
2
4
India
INR Indian rupee
2,200,000
Yes
C#;Dart;HTML/CSS;JavaScript;SQL;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
Yes
MongoDB;MySQL
MongoDB
MongoDB
NA NA
Yes
Firebase;Gradle;Homebrew;npm;NuGet;Vite;Webpack;Yarn
Firebase;Gradle;Homebrew;npm;Vite;Webpack;Yarn
Firebase;Gradle;Homebrew;npm;Vite;Webpack;Yarn
NA NA
Yes
ASP.NET;Express;Node.js;React
Deno;Express;Next.js;Node.js;React
Express;Node.js;React
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;VSCodium;Xcode;Zed
Visual Studio Code;VSCodium;Xcode
Visual Studio Code;VSCodium;Xcode
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Windows;MacOS;Android;iOS;iPadOS
Windows;MacOS;iOS
Confluence;GitHub;Google Workspace;Jira;Markdown File;Trello
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Trello
Confluence;GitHub;Google Workspace;Jira;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
DeepSeek (R- Reasoning models);Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Project planning;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, it is. If you're skilled at getting your work done using LLMs or chatbots, you're in luck.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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 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 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
Team-leading and managerial
25,573
7
6,894
6,895
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
21
Developer, full-stack
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
Ethical concerns NA
Energy
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
4
6
Germany
EUR European Euro
96,000
Yes
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;OCaml;R;Rust
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;R;Rust;Gleam
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;R;Rust
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
Neo4J;PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Docker;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;Cargo;Docker;Terraform
Amazon Web Services (AWS);Ansible;Cargo;Docker;Terraform
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
Neovim
Neovim
NA NA
Polars
Tailwind CSS 4;Polars
Polars
null
null
Windows;MacOS;iOS;Arch;iPadOS;NixOS
Windows;iOS;Debian
Azure Devops;GitHub;GitLab;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Generating content or synthetic data
null
null
I don’t use AI tools regularly
No it is not. We work with critical infrastructure.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Incident management, complex debugging, system design, getting rid of the AI slop that was put in 3-5 years ago
111,374
7
6,895
6,896
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
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;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
12
Developer, full-stack
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
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
Turkey
USD United States dollar
7,000
Yes
C;C#;C++
Go;Rust
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per month or weekly
Message Boards
Answer a question NA
Neutral
About half of the time
null
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Testing code
Learning about a codebase;Documenting code
Project planning;Creating or maintaining documentation;Other (write in):
Generating content or synthetic data;Learning new concepts or technologies
Writing code;Debugging or fixing code;Predictive analytics;Search for answers
Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work weekly
Not at all or minimally
Marketing;Cybersecurity
Language processing;Vector databases for AI applications
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;Write in the most significant benefit if not listed above.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
LangMem
null
Haystack
null
Galileo;Snyk
null
Bolt.new
null
When I don’t trust AI’s answers
nextjs , ai
7,000
9
6,896
6,897
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
Books / Physical media;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Developer, full-stack
I don’t know
Individual contributor
In-person
No
Work
Costs are manageable NA
Prohibitive pricing NA
Government
You like your manager NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
2
Israel
ILS Israeli new shekel
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;Elixir;Go;JavaScript;Lisp;Lua;Prolog;Python;Rust;TypeScript
Bash/Shell (all shells);JavaScript;Python;TypeScript
ABAP NA
Yes
null
null
null
HANA NA
Yes
Chocolatey;Make;npm;Pacman;Pip;Splunk;Vite;Webpack;Yarn
Ansible;Cargo;Docker;Kubernetes;npm;Pacman;Pip;Splunk;Terraform;Vercel;Vite
npm;Pacman;Pip;Splunk;Vite
NA NA
Yes
Express;Fastify;Node.js;Nuxt.js;Vue.js
Astro;Deno;Express;Fastify;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Express;Fastify;Node.js;Nuxt.js;Vue.js
NA Solid.js
Yes
Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PyCharm;Vim;Visual Studio Code;VSCodium;WebStorm
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Rider;RustRover;Vim;Visual Studio Code;VSCodium;WebStorm
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Vim;Visual Studio Code;VSCodium;WebStorm
NA NA
Large Language Model;Google Gemini
Tailwind CSS 4;Google Gemini
Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows
Confluence;GitHub;GitLab;Google Colab;Jira;Wikis
Confluence;GitLab;Google Colab
Confluence;GitLab;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
null
Search for answers
Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, 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.;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 want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
Communication Grasping business needs Tackling technically debt
null
null
6,897
6,898
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Other online resources (e.g. standard search, forum, online community)
20
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image 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
null
null
Sweden
SEK Swedish krona
600,000
Yes
Bash/Shell (all shells);C;Elixir;HTML/CSS;JavaScript;SQL
Bash/Shell (all shells);C;Elixir;Erlang;HTML/CSS;JavaScript;Lua;SQL
Bash/Shell (all shells);C;Elixir;HTML/CSS;JavaScript;SQL
NA NA
Yes
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
NA NA
Yes
Homebrew;Make;npm;Pip;Webpack
Make
Make
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Neovim;Visual Studio Code;Zed
Neovim;Zed
Neovim;Zed
NA NA
Tailwind CSS 4;Large Language Model;Ollama
Tailwind CSS 4;Ollama;uv
Tailwind CSS 4;Ollama
null
null
Windows;MacOS;iOS;iPadOS
MacOS;iOS;iPadOS;Pop!_OS
GitHub;Jira;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
62,893
6
6,898
6,899
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Architect, software or solutions
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
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
10
4
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Ruby;Rust;SQL;TypeScript
HTML/CSS;Java;Kotlin;Rust;SQL;TypeScript
HTML/CSS;Java;Kotlin;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;Cargo;Docker;Gradle;Kubernetes;npm;Pacman;pnpm;Podman;Poetry
Cargo;Kubernetes;Pacman;pnpm;Podman
Cargo;Kubernetes;Pacman;pnpm;Podman
NA NA
Yes
React;Ruby on Rails
React
React
NA NA
Yes
IntelliJ IDEA;Sublime Text
IntelliJ IDEA
IntelliJ IDEA
Jetbrains Fleet Jetbrains Fleet
Tailwind CSS 4;Large Language Model;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Shadcn/ui;Ollama
null
null
Arch
Arch;NixOS
GitHub;Jira;Markdown File;Miro;Notion
GitHub;Markdown File;Miro;Obsidian
GitHub;Markdown File;Miro
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Microsoft Phi-4 models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Mistral AI models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics
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
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No. Initial experiments yielded sub-par results. Getting generated code up to my level took more time than just writing it from scratch using modern tools.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Communication, Design patterns & SOLID, identifying inaccurate slop, security, awareness of unknowns
null
7
6,899
6,900
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
20
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 required for my job or to benefit my career
Colleague or on-the-job training
35
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
8
4
Australia
AUD Australian dollar
506,000
Yes
Bash/Shell (all shells);C;C++;Go;Java;R;Rust;TypeScript
C;C++;Go;Java;R;Rust;TypeScript
C;C++;Go;Java;R;Rust;TypeScript
Objective C Objective C
Yes
null
null
null
Spanner Spanner
Yes
null
null
null
NA NA
Yes
Angular
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
Helix Helix
c++23
c++23
c++23
null
null
MacOS
MacOS
GitHub;Google Colab;Google Workspace;Markdown File
GitHub;Google Colab;Google Workspace;Markdown File
GitHub;Google Colab;Google Workspace;Markdown File
NA NA
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
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 monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;Other (please specify):
Communication
328,947
7