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5,801
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
9
Developer, back-end
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
3
3
China
CNY Chinese Yuan Renminbi
500,000
Yes
C;C++;Go;Python
C;C++;Python
C;C++;Python
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;Kubernetes;Ninja;npm;Pip;pnpm;Podman;Prometheus;Yarn
Docker;Kubernetes;Pip;pnpm;Podman
Docker;Kubernetes;Pip;pnpm;Podman
NA NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
c++23;Large Language Model
c++23;Large Language Model
c++23;Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL);Arch
Windows;Windows Subsystem for Linux (WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data
Committing and reviewing code
Predictive analytics
Documenting code;Testing code
Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
IT operations;Data and analytics
Multi-platform search enablement;Language processing
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
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
Redis
null
null
null
Grafana + Prometheus
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
69,643
7
5,801
5,802
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
10
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Manufacturing
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
147,000
Yes
C++;Go;Python;TypeScript
Kotlin;Rust;Zig
null
NA NA
Yes
InfluxDB;SQLite
PostgreSQL
null
NA NA
Yes
APT;Chocolatey;Cloudflare;Docker;Google Cloud;Homebrew;Make;Ninja;npm;Pip;Podman;Webpack;Yarn
null
null
CPM vcpkg, Conan, Nix
Yes
Django;Node.js;React
Ruby on Rails
null
NA NA
Yes
PyCharm;Vim;Visual Studio Code;WebStorm
null
null
CLion, GoLand NA
uv
c++23
null
null
null
MacOS
Ubuntu;Linux (non-WSL)
Confluence;GitHub;Jira;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Matrix NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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
Subjective system design, maintainability
147,000
7
5,802
5,803
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
8
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
2
Montenegro
EUR European Euro
11,520
Yes
Bash/Shell (all shells);C++;Dart;Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;Rust;SQL;TypeScript
C;C++;Elixir;Go;Python;Rust;TypeScript;Zig
C++;Go;Python;Rust;TypeScript
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite;Supabase
null
null
NA NA
Yes
Cargo;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Kubernetes;Make;Ninja;npm;Pip;Supabase;Terraform;Vite;Yarn
null
null
NA NA
Yes
Express;FastAPI;Laravel;NestJS;Next.js;Node.js;React
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Visual Studio Code;WebStorm
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
GitHub;GitLab;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Writing code;Testing code;Deployment and monitoring
Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Search for answers
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
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
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
State of art development
13,365
6
5,803
5,804
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
10
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Other:
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
12
7
Australia
AUD Australian dollar
120,000
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript;VBA;Visual Basic (.Net)
C++;F#;PHP;Python;Rust;SQL;TypeScript
PHP;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Podman;Terraform;Webpack;Yarn
Cloudflare;Docker;Terraform;Vite
Docker;Terraform
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;React;WordPress
Angular;Blazor;React;Svelte
Blazor;React
NA NA
Yes
PhpStorm;Rider;Sublime Text;Visual Studio;Visual Studio Code
Rider
Rider
NA NA
.NET 8 or higher;Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Jira;Wikis
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Cohere: Command A;Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Search for answers
null
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the 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;Other (please specify):
Business analysis
78,011
6
5,804
5,805
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
36
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
40
Support engineer or analyst
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Energy
null
No
I have neither consider or transitioned into a new career or industry
8
4
Sweden
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Perl;Python;Rust;SQL
Bash/Shell (all shells);Perl;Python;Rust
Bash/Shell (all shells);Perl;Python;Rust
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
MariaDB;MongoDB;PostgreSQL
MariaDB;MongoDB;PostgreSQL
NA NA
Yes
APT;Cargo;Docker;Make;Microsoft Azure;npm;NuGet;Pip
APT;Cargo;Make;Pip
APT;Cargo;Make;Pip
NA NA
Yes
Angular;ASP.NET Core;Flask;Node.js
null
null
NA NA
Yes
Notepad++;PyCharm;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
NA NA
.NET 8 or higher
null
null
null
null
Ubuntu;Debian
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Job board
Bookmark posts to look at later NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Testing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Architecture, optimization, security
null
null
5,805
5,806
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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
25
Developer, game or graphics
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
I'm not sure
null
3
4
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
Rust
Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS;Linux (non-WSL)
Airtable;GitHub;Markdown File;Notion
Airtable;GitHub;Markdown File
Airtable;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Other (write in):
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
Hell no.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
Who knows where AI capabilities will be in 5 years? Not me. I write software because I want to write software.
null
null
5,806
5,807
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency Performance
Security or privacy concerns NA
Internet, Telecomm or Information Services
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
126
null
United States of America
USD United States dollar
66,560
Yes
Bash/Shell (all shells);C;C++;MATLAB;Rust;Gleam
Erlang;F#;Lisp;Prolog;Rust;Mojo;Gleam
Rust;Gleam
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
APT;Bun;Cargo;Cloudflare;Docker;Homebrew;Make;Maven (build tool);MSBuild;Ninja;npm;Pacman;Podman;Vite
Cargo;Cloudflare;Ninja;Pacman
Cargo;Cloudflare;Ninja;Pacman
Bazel, CMake Nix
Yes
Phoenix;React;Svelte
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;RustRover;Visual Studio Code;WebStorm;Xcode;Zed
IntelliJ IDEA;PyCharm;RustRover;Zed
IntelliJ IDEA;PyCharm;RustRover;Zed
NA NA
c++23;Large Language Model;Ollama;uv
uv
uv
null
null
MacOS;Arch
Red Hat
Confluence;GitHub;GitLab;Jira;Linear;Markdown File;Notion;Obsidian
Linear;Markdown File;Obsidian
Linear;Markdown File;Obsidian
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
null
null
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)
null
null
NA 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
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Project planning;Debugging or fixing code;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Systems/low level
66,560
10
5,807
5,808
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
None of the above
49
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
53
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Healthcare
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
7
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);JavaScript;PHP;SQL;TypeScript
NA julia
Yes
MongoDB;MySQL
MongoDB;MySQL;Redis
MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;npm;Vite
Amazon Web Services (AWS);Docker;Make;npm;Vite
Amazon Web Services (AWS);Docker;Make;npm;Vite
NA NA
Yes
Express;Node.js;Vue.js
Express;Node.js;Vue.js
Express;Node.js;Vue.js
primevue primevue
No
null
null
null
NA NA
null
null
null
null
null
null
MacOS;Debian
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Long-form articles
Upvote/Downvote Q&A posts read answers, ususly i find link to question OUTSIDE of SO. Your search sucks hard.
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
Search for answers
null
I don’t use AI tools regularly;Other (write in):
muahahaha ... not on your life.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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:
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):
natural intelligence, creativity, determination
null
9
5,808
5,809
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
17
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
null
Software Development
null
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
110,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;PowerShell;Python;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
IBM DB2;Microsoft SQL Server;MySQL;PostgreSQL
null
null
NA NA
Yes
Ansible;Chocolatey;Cloudflare;Docker;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet
null
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;jQuery;Node.js;React
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android;Pop!_OS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
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
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
110,000
6
5,809
5,810
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
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
Security or privacy concerns NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Austria
EUR European Euro
60,000
Yes
JavaScript;PHP
JavaScript;PHP
JavaScript;PHP
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
NA NA
Yes
Docker;npm;Terraform;Vercel;Vite;Webpack
Docker;npm;Vite;Webpack
Docker;npm;Vite;Webpack
NA NA
Yes
Express;jQuery;NestJS;Node.js;Nuxt.js;React;Vue.js;WordPress
Express;NestJS;Node.js;Nuxt.js;React;Vue.js;WordPress
Express;NestJS;Node.js;Nuxt.js;React;Vue.js;WordPress
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS;iOS;iPadOS
Windows
GitHub;Jira;Markdown File;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;X;YouTube;LinkedIn
Stack Overflow;Reddit;Dev.to;Hacker News;X;YouTube;LinkedIn
Stack Overflow;Reddit;Dev.to;Hacker News;X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
null
NO
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
69,609
7
5,810
5,811
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
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
23
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
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
7
2
Republic of Korea
USD United States dollar
150,000
Yes
Bash/Shell (all shells);C;C#;Python;TypeScript
C;GDScript;Python;Rust;TypeScript
C;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip;pnpm;Poetry;Vercel
null
null
NA NA
Yes
Django;FastAPI
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;GitLab;Linear;Markdown File;Notion
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
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
No, and I don't plan to
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Other (write in):
Learning about a codebase;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
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.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding high level systems design and technical problem solving (i.e. software engineering). Even if AI tools are able to handle doing all of the coding, someone is still going to be responsible for understanding what the AI tool wrote, and be responsible for fixing things when they inevitably break.
150,000
8
5,811
5,812
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality 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
null
null
Chile
CLP Chilean peso
36,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Elixir;HTML/CSS;Lisp;OCaml;Prolog;Rust;SQL;Gleam
HTML/CSS;SQL
Elm, Nushell Elm, Nushell, Haskell
Yes
MariaDB;Redis
Datomic;MariaDB;SQLite
MariaDB
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Composer;Docker;Homebrew;Make;npm;pnpm;Vite
pnpm;Vite
pnpm;Vite
Nix Nix
Yes
Express;Node.js;Nuxt.js;Vue.js
Phoenix
null
CakePHP, elm-pages elm-pages
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira;Markdown File;Notion
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
NA NA
Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work)
Mastodon Mastodon
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
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.
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
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;I don’t think I’ll need help from people anymore
null
38,171
7
5,812
5,813
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
30
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Software Development
null
No
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
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;pnpm;Splunk;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;pnpm;Splunk;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;pnpm;Splunk;Vite
NA NA
Yes
FastAPI;Fastify;Flask;Node.js;React;Svelte
FastAPI;Fastify;Flask;Node.js;React;Svelte
FastAPI;Fastify;Flask;Node.js;React;Svelte
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;Android;iOS;iPadOS
MacOS;iOS;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
null
No, not at all
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
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
Learning about a codebase;Writing code;Creating or maintaining documentation
Predictive analytics
null
null
null
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.
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
8
5,813
5,814
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Caring for dependents (children, elderly, etc.)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Other (please specify):;Books / Physical media
28
Other (please specify):
null
null
null
null
Work
Easy-to-use API NA
Security or privacy concerns NA
null
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
3
Canada
CAD Canadian dollar
215,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;MATLAB;Perl;Python;R;SQL
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;MATLAB;Perl;Python;R;SQL
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;MATLAB;Perl;Python;R;SQL
LaTeX LaTeX
Yes
IBM DB2
IBM DB2
IBM DB2
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;IBM Cloud;npm;Pip
Amazon Web Services (AWS);Cloudflare;Docker;IBM Cloud;npm;Pip
Amazon Web Services (AWS);Cloudflare;Docker;IBM Cloud;npm;Pip
NA NA
Yes
Express;Flask;jQuery;Node.js
Express;Flask;jQuery;Node.js
Express;Flask;jQuery;Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Notepad++
Jupyter Notebook/JupyterLab;Notepad++
IBM watsonx IBM watsonx
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Windows
Windows
Airtable;GitHub;Jira;Markdown File;Monday.com
GitHub;Markdown File;Wikis
GitHub;Markdown File
Slack integration Slack integration
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
null
null
null
Many LLMs from Hugging Face Many LLMs from Hugging Face
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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Business process automation;Data and analytics;Customer service support
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
null
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.
null
ChromaDB;Milvus
null
CrewAI;IBM watsonx.ai;LangChain
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;Other (please specify):
The same ones as now. Believing you don't need to understand programming *because AI* is unrealistic. Sure, nobody programs directly in Assembly (much) anymore. But compilers are deterministic. And if there's a bug in a compiler you can complain to *someone* who is responsible for the compiler. Generative AI is not the same thing. Generative AI for coding is useful for non-programmers to generate POCs or demos. (Like bloggers using generative AI to make crappy-but-good-enough images for their articles, or marketers using generative AI to produce boner-pill spam email.) If you're going to throw it away anyway, go ahead and use generative AI to make it. The unfortunate thing is that companies are going to learn this the hard way. They are already firing developers and writers. (If you thought the app store was full of crap now, just wait until everything in there was *vibe coded* by a jackass who watched some YouTube videos.) Many of those companies will go out of business, other will end up rehiring people.
156,860
7
5,814
5,815
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
Colleague or on-the-job training
15
Architect, software or solutions
5,000 to 9,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Brazil
BRL Brazilian real
192,000
Yes
C#;Go;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;TypeScript
Assembly;C;C++;Go;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;TypeScript
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Astro;FastAPI
Angular;Astro;FastAPI;Symfony
Angular;Astro;FastAPI
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Polars;Pydantic;RAG
Tailwind CSS 4;Pydantic
null
null
MacOS
MacOS
GitHub;Notion
GitHub;Notion;Stack Overflow for Teams
GitHub;Notion
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
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 week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Job board
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
Favorable
Highly distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
never! vibe coding is ludicrous, a shame to all the effort and complexity of our job
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.
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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
undestanting context, describing project scopes and real problem solving
34,951
5
5,815
5,816
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
23
Cybersecurity or InfoSec professional
null
null
null
null
Work
Other (please specify): Experience of the technology elsewhere in the org
Prohibitive pricing Doesn't deliver on hype
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
0
Yes
Bash/Shell (all shells);Erlang;Go;HTML/CSS;Java;JavaScript;PHP;Python;SQL
Go;HTML/CSS;Java;JavaScript;Prolog;Rust
Go;HTML/CSS;Java;JavaScript
NA NA
Yes
PostgreSQL;SQLite
Neo4J;SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Maven (build tool);npm;Pip;Splunk
Docker
Docker
NA NA
Yes
Django;Node.js
Node.js
Node.js
NA NA
Yes
Sublime Text
Sublime Text
Sublime Text
NA NA
Google Gemini
Large Language Model
null
null
null
MacOS
MacOS
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
GitHub;Google Workspace;Lucid (includes Lucidchart);Miro
GitHub;Google Workspace;Lucid (includes Lucidchart)
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in Vote button to say that someone is technically correct, but being a dick about it.
Yes, somewhat
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
Search for answers;Other (write in):
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
null
null
null
Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;Other (please specify):
Debugging code you didn't write.
null
null
5,816
5,817
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
41
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
null
Prohibitive pricing NA
Software Development
You like your manager NA
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
null
Yes
Python;Scala;SQL
Python;Scala;SQL;Zig
Python;Scala;SQL
NA NA
Yes
BigQuery;Cloud Firestore;DuckDB;PostgreSQL;Snowflake
BigQuery;Cloud Firestore;DuckDB;PostgreSQL;Snowflake
BigQuery;Cloud Firestore;DuckDB;PostgreSQL;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Google Cloud;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Google Cloud;Kubernetes;Pip;Terraform
NA NA
No
null
null
null
NA NA
Yes
Claude Code;IntelliJ IDEA;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Vim;Visual Studio Code
Augment Augment
null
null
null
null
null
MacOS;Debian;Linux (non-WSL)
MacOS;Linux (non-WSL)
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
NA NA
null
null
null
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 week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Direct messaging of users
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly trust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Learning new concepts or technologies
null
Documenting code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Integration with external agents and APIs
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Augment
Vertex AI
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 need help fixing complex or unfamiliar code
Stay mentally healthy and keep up your people skills.
null
5
5,817
5,818
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
300,000
Yes
Python;Swift
Python;Swift
Python;Swift
clojure clojure
Yes
BigQuery;PostgreSQL
BigQuery;PostgreSQL
BigQuery;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Supabase
Amazon Web Services (AWS);Supabase
Amazon Web Services (AWS);Supabase
NA NA
Yes
FastAPI
FastAPI
FastAPI
NA NA
Yes
Neovim;Xcode
Neovim
Neovim
NA NA
uv
uv
uv
null
null
MacOS;Ubuntu
MacOS;Ubuntu
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;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
Writing code
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
null
null
300,000
10
5,818
5,819
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
8
Student
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
China
CNY Chinese Yuan Renminbi
null
Yes
C++;Python
C++;Python;Rust
C++;Python
NA NA
No
null
null
null
NA NA
Yes
Ninja;Pacman
Cargo;Ninja;Pacman
Ninja;Pacman
vcpkg vcpkg
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Arch
Arch
Doxygen;GitHub
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
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
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Search for answers
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics;Creating or maintaining documentation
Project planning
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, and never
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
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
The ability to manage a complex project
null
null
5,819
5,820
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
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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
22
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
300,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;SQL
null
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Maven (build tool);Terraform
null
null
NA NA
Yes
jQuery;Spring Boot;WordPress
React
null
NA NA
Yes
Cursor;Eclipse;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
null
Confluence;GitHub;Notion
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Testing code;Learning new concepts or technologies
null
Search for answers
AI solutions that are almost right, but not quite
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
high level design
300,000
8
5,820
5,821
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
Other (please specify): Inclusion of AI
Government
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Fortran;Go;Java;JavaScript;MATLAB;Python;Rust;Scala;TypeScript
Rust
Rust
NA NA
Yes
Cassandra;PostgreSQL;Redis;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Docker;Kubernetes;Make;npm;Pip;Podman
Cargo;Docker;Kubernetes;Podman
Cargo;Docker;Kubernetes;Podman
sbt NA
Yes
Axum
Axum
Axum
Pekko NA
Yes
IntelliJ IDEA;PyCharm;Vim
IntelliJ IDEA;RustRover;Vim
IntelliJ IDEA;Vim
NA NA
null
null
null
null
null
Windows;Ubuntu
Red Hat
Confluence;GitHub;GitLab;Jira;Obsidian
Confluence;GitHub;Jira;Obsidian
Confluence;GitHub;Jira;Obsidian
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos);Bluesky
Hacker News;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
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
null
Fuck off with these AI questions
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
null
5,821
5,822
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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)
20
Support engineer or analyst
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
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
12
8
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PHP;PowerShell;Python
Bash/Shell (all shells);C#;MATLAB;PowerShell;Python
Bash/Shell (all shells);C#;MATLAB;PowerShell;Python
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
No
null
null
null
NA NA
Yes
AngularJS;FastAPI;Flask;jQuery;Node.js;React;WordPress
FastAPI;Flask
FastAPI;Flask
NA NA
Yes
Android Studio;Eclipse;Neovim;Notepad++;PyCharm;Visual Studio;Visual Studio Code
Notepad++
Notepad++
NA NA
Pydantic;Ollama
Pydantic;Google Gemini;Ollama
Pydantic;Ollama
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows;MacOS;Android;iOS;ChromeOS
Confluence;GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Mistral AI models
Mistral AI models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Other (write in):
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
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Absolutely. I like the creative side of the LLMs. I regularly use their creativity to explore new avenues that have not been done before.
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.;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.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Creativity, critical reasoning, and compassionate/empathetic design.
null
3
5,822
5,823
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Not employed
Volunteering (regularly)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
3
2
Australia
AUD Australian dollar
0
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Kotlin;Rust
Bash/Shell (all shells);C#;HTML/CSS;JavaScript
Nix,Markdown,Wikitext Nix,Markdown,Wikitext
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
null
null
NA NA
Yes
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider;RustRover
IntelliJ IDEA;Rider
Kate Kate
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
NixOS
Ubuntu;NixOS
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
NA NA
Discord;GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Bookmark posts to look at later NA
No, not really
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
Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code
null
null
I don’t use AI tools regularly
"Vibe coding, as defined by the Wikipedia definition, involves generating software from prompts using a Large Language Model (LLM). This process is not typically part of my professional development work. My role is to assist users by providing information, answering questions, and helping with various tasks, including explaining concepts, offering suggestions, and generating code snippets when relevant. However, I do not engage in the development of software or applications independently. My primary function is to support and facilitate user interactions and queries." but seriously, no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
'- Being able to tell when a PR was made by a human - Basic understanding of cause and effect - Technology choice (memory safety, language/framework overhead...)
null
6
5,823
5,824
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
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
22
Developer, full-stack
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
1
Spain
EUR European Euro
65
Yes
Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PHP;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Gleam
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
NA Haskell
Yes
MariaDB;MongoDB;PostgreSQL;Redis;Supabase
MariaDB;MongoDB;PostgreSQL;Supabase;Valkey
MariaDB;MongoDB;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Bun;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;Make;Netlify;npm;pnpm;Supabase;Vercel;Vite;Yarn
Bun;Docker;Make;Supabase;Vercel;Vite
Bun;Docker;Make;Supabase;Vercel;Vite
NA NA
Yes
Astro;Express;Next.js;Node.js;React;Svelte;WordPress
Astro;Svelte
Astro;Svelte
NA NA
Yes
Android Studio;Nano;VSCodium;Zed
Claude Code;Cursor;Neovim;Zed
Zed
NA NA
hostinger;Odoo;RAG;Ollama
hostinger;Odoo;RAG;Ollama
hostinger;Odoo;RAG;Ollama
null
null
Ubuntu;Linux (non-WSL);Arch;Fedora
Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Jira;Markdown File;Obsidian;Trello
GitLab;Markdown File
GitLab;Markdown File
Odoo, OpenProject Odoo, OpenProject
Dev.to;GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Image generating models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Image generating models
NA NA
Yes
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code
Project planning;Testing code
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Cybersecurity
null
null
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
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
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
supabase
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
Creativity
75
10
5,824
5,825
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
8
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
8
8
Netherlands
EUR European Euro
31,500
Yes
Bash/Shell (all shells);C#;C++;F#;Go;HTML/CSS;JavaScript;Lua;PHP;TypeScript
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;Lua;PHP;Rust
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;Lua;PHP
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
NA NA
Yes
Cargo;Composer;Docker;Firebase;Ninja;npm;pnpm;Vite;Webpack;Yarn
Cargo;Docker;Ninja;Vite
Cargo;Docker;Ninja;Vite
NA NA
Yes
Angular;AngularJS;ASP.NET Core;Blazor;Express;jQuery;Laravel;Node.js;React;Ruby on Rails;Vue.js;WordPress
Angular;ASP.NET Core;Blazor;Laravel
Angular;ASP.NET Core;Blazor;Laravel
NA NA
Yes
IntelliJ IDEA;Neovim;Rider;Visual Studio Code;WebStorm
IntelliJ IDEA;Neovim;Rider;WebStorm
IntelliJ IDEA;Neovim;Rider;WebStorm
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Fedora
Azure Devops;Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian;Trello
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Doxygen;GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per 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 really
More than half the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Writing code;Deployment and monitoring;Predictive analytics
Testing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
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 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
Obscure, technology. Understanding client needs. Saying no
36,545
8
5,825
5,826
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges;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
4
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
6
6
United States of America
USD United States dollar
230,000
Yes
Assembly;C;C++;Dart;Go;HTML/CSS;JavaScript;Python;Ruby;Zig
Go;Python;Ruby;Rust;Scala;Zig
Go;Python;Ruby;Zig
NA NA
Yes
Cloud Firestore;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Supabase
MongoDB;PostgreSQL;Redis;SQLite;Supabase;Cockroachdb;Valkey
MongoDB;PostgreSQL;Redis;Supabase
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
Deno;Next.js;React;Ruby on Rails
Next.js;React
NA zig html, htmx
Yes
Neovim;Trae;Vim;Visual Studio Code;Windsurf;Zed
Neovim;Vim
Neovim;Vim
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
GitHub;GitLab;Notion;Trello
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Videos
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
no not at all. I hate AI and don't use it because no longer makes coding fun
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
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
I don't think AI tools will get there. But if they did, then I think communication and also tech design will be the most important. also being able to explore less well known technologies.
230,000
3
5,826
5,827
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
55
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
58
Academic researcher
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
Other (please specify): useful
Ethical concerns NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
12
11
United States of America
USD United States dollar
250,000
Yes
Bash/Shell (all shells);C;C++;Fortran;HTML/CSS;Java;JavaScript;Lisp;MATLAB;Perl;PHP;PowerShell;Python;Rust;VBA
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lisp;Perl;PowerShell;Python;Ruby;Rust;VBA
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lisp;Perl;PowerShell;Python;Rust;VBA
act, chp, prs, liberty, elisp, tex, latex, verilog, vhdl, make, CMake, tcl act, chp, prs, liberty, elisp, tex, latex, verilog, vhdl, make, CMake, tcl
Yes
MySQL;Oracle;SQLite
null
null
pandas, gitlab, docker NA
Yes
APT;Cargo;Chocolatey;Composer;Docker;Homebrew;Make;Maven (build tool);Ninja;npm;Pacman;Pip;Poetry
APT;Cargo;Composer;Docker;Make;Ninja;npm;Pacman;Pip;Poetry
APT;Cargo;Composer;Docker;Make;Ninja;npm;Pacman;Pip;Poetry
wsl wsl
Yes
Flask;Node.js
Flask;Node.js
Flask;Node.js
NA NA
Yes
Android Studio;Eclipse;Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Vim;Visual Studio
Android Studio;Notepad++;Sublime Text;Vim;Visual Studio
Android Studio;Notepad++;Sublime Text;Vim;Visual Studio
emacs emacs
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Red Hat;Fedora
GitHub;GitLab;Google Workspace;Markdown File;Microsoft Planner;Wikis
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
teams, svn teams
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
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
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers
null
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
the why skills, what's important, satety
250,000
null
5,827
5,828
I code primarily as a hobby
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
14
Other (please specify):
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Other (please specify): Inclusion of AI
Healthcare
null
No
I have strongly considered changing my career and/or the industry I work in
3
10
United States of America
USD United States dollar
36,000
Yes
Bash/Shell (all shells);HTML/CSS;Python;Rust
Bash/Shell (all shells);HTML/CSS;Python;Rust
Bash/Shell (all shells);HTML/CSS;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Ansible;APT;Cargo;Docker;Pacman;Pip
Ansible;APT;Docker;Pacman;Pip;Terraform
Ansible;APT;Docker;Pacman;Pip
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Vim
Android Studio;Vim
Android Studio;Vim
NA NA
Large Language Model;Google Gemini
Google Gemini
Google Gemini
null
null
Android;Debian;Linux (non-WSL);Arch;Red Hat;ChromeOS
Windows
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
Bookstack Bookstack
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Job board
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
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Testing code
AI solutions that are almost right, but not quite;Other (write in):
null
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.
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
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
36,000
null
5,828
5,829
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
14
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
26
Developer, game or graphics
null
null
null
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
12
8
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Delphi;HTML/CSS;Java;JavaScript;Lua;Python
Assembly;Bash/Shell (all shells);C;C++;Lua
Assembly;Bash/Shell (all shells);C;C++;Lua
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;Notepad++;Visual Studio;Xcode
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I 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.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
all of them
null
10
5,829
5,830
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media
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)
35
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
10
Brazil
BRL Brazilian real
250,000
Yes
C#;Visual Basic (.Net)
C;Rust;Visual Basic (.Net)
Visual Basic (.Net)
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops
Azure Devops;GitHub
Azure Devops
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Message Boards
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
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Search for answers;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Generating content or synthetic data
Testing code
Documenting code;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
Attitude
45,509
10
5,830
5,831
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
32
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
38
Engineering manager
10,000 or more employees
People manager
Remote
No
Work
Costs are manageable Good documentation
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
11
5
United States of America
USD United States dollar
225,000
Yes
HTML/CSS;Perl;PHP;Python;SQL
Go;HTML/CSS;Lua;PHP;Python;SQL
HTML/CSS;PHP;Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Digital Ocean;Docker;Homebrew;Make;Pip;Poetry
Ansible;Digital Ocean;Docker;Homebrew;Make;Pip;Poetry
Ansible;Digital Ocean;Docker;Homebrew;Make;Pip;Poetry
NA NA
Yes
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Asana;Confluence;GitHub;GitLab;Obsidian
Asana;Confluence;GitHub;GitLab;Obsidian
Asana;Confluence;GitHub;GitLab;Obsidian
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Direct messaging of users
Upvote/Downvote Q&A posts NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat 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
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, although in the future it might be -- that is, I may end up rewriting things someone vibe coded when they inevitably break due to the developer not having any understanding of what they're writing in the first place.
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;Other (please specify):
null
225,000
null
5,831
5,832
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 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;Books / Physical media
30
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
Good brand and public image NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
null
Turkey
USD United States dollar
80,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;MySQL
Neo4J
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;MSBuild;NuGet
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Express;Node.js
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Asana;Azure Devops;GitHub
Asana;Azure Devops;GitHub
Asana;Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA I
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Documenting code;Committing and reviewing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
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
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
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
null
80,000
7
5,832
5,833
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Customizable and manageable codebase NA
Poor usability NA
Fintech
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
89,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lua;Rust;SQL;TypeScript
Go;JavaScript;Lua;Rust;SQL;TypeScript
Go;JavaScript;Lua;Rust;SQL;TypeScript
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Homebrew;Make;npm;Pacman;pnpm;Vite
Amazon Web Services (AWS);Homebrew;Make;npm;Pacman;Vite
Amazon Web Services (AWS);Homebrew;Make;npm;Pacman;Vite
NA NA
Yes
Angular;AngularJS;Node.js;React;Spring Boot
Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
Yes
Cline and/or Roo;Cursor;Neovim;Vim;Visual Studio Code;Zed
Neovim;Vim;Zed
Neovim;Vim;Zed
NA NA
Amazon Bedrock
null
null
null
null
Ubuntu;Linux (non-WSL);Arch
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian;Wikis
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Wikis
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
null
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Documenting code;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Search for answers
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
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.
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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
89,000
10
5,833
5,834
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
20
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns Use of AI when not required
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
2
United States of America
USD United States dollar
207,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Rust;SQL
Rust;SQL
Haskell NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Vercel;Yarn
Cargo;Digital Ocean;Docker;Homebrew;Vercel
Cargo;Docker;Homebrew;Vercel
NA NA
Yes
FastAPI;Next.js;Node.js;React;Axum
Next.js;Axum
Next.js;Axum
NA HTMX
Yes
Aider;Claude Code;Cline and/or Roo;Cursor;Visual Studio Code;Windsurf;Zed
Zed
Zed
NA NA
Tailwind CSS 4;Large Language Model;uv
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Arch
MacOS;Ubuntu
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Linear
GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
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):
Absolutely not.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Roo code (Roo-Cline);v0.dev
null
Other (please specify):
Designing systems. LLMs do not have brains and cannot think.
207,000
10
5,834
5,835
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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);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;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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);Other (please specify):
45
Engineering manager
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Other:
Recognition from leadership for your work NA
No
I have strongly considered changing my career and/or the industry I work in
22
null
United States of America
USD United States dollar
210,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;Swift;TypeScript
null
null
LabVIEW NA
Yes
MariaDB;MongoDB;MySQL;Redis;SQLite
null
null
NA NA
Yes
Ansible;Chocolatey;Docker;Kubernetes;Pip;Podman;Poetry;Terraform
null
null
NA NA
Yes
FastAPI;React;Vue.js;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS;Debian;Red Hat
Windows;MacOS;Ubuntu;iOS;Debian;Red Hat
Airtable;Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian
null
null
NA NA
Reddit
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
Whatever is in pycharm NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question NA
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Good, but not great at handling complex tasks
Documenting code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring
Project planning;Testing code
Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
Yes. A good clear prompt for a simple application will usually generate a decent starting point for an app. Where it breaks down is in debugging its own code. ChatGPT 4.5 research preview.
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.
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
Other (please specify):;I don’t think I’ll need help from people anymore
knowledge of the basics, data structures, algorithms, compilation, operating systems, concurrent programing, etc. Until AI can figure out what we want before we know it, we will still have to have the knowledge to evaluate AI's solutions. IMO
210,000
3
5,835
5,836
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
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
38
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API Expected supported lifespan
Prohibitive pricing NA
Transportation, or Supply Chain
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
10
8
United States of America
USD United States dollar
140,000
Yes
Bash/Shell (all shells);C#;Python
Bash/Shell (all shells);C#;Go;Python
Bash/Shell (all shells);C#;Python
NA NA
Yes
Microsoft SQL Server;SQLite
SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Terraform
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core
Blazor;Node.js;Vue.js
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows
Azure Devops;GitHub;Trello
GitHub;Trello
GitHub;Trello
ZimWiki NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
null
140,000
1
5,836
5,837
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.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
8
Academic researcher
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
Easy-to-use API NA
null
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
2
2
United States of America
USD United States dollar
30,000
Yes
Bash/Shell (all shells);C;C++;MATLAB;Python
Bash/Shell (all shells);C++;Python
Bash/Shell (all shells);C++;Python
NA Julia
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;Pacman;Pip
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;Google Gemini
c++23
c++23
null
null
MacOS;Arch
Linux (non-WSL)
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
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
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Testing code;Predictive analytics
Learning about a codebase;Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Search for answers
null
AI solutions that are almost right, but not quite
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Planning for the overall architecture of large codebases. Evaluating the security and reliability of programs.
30,000
null
5,837
5,838
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
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Other (please specify):
30
DevOps engineer or professional
Less than 20 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
Connected to an open-source project NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
15
15
New Zealand
NZD New Zealand dollar
185,000
Yes
JavaScript;Python;SQL
null
null
NA NA
Yes
Cloud Firestore;PostgreSQL
null
null
CouchDB NA
Yes
APT;Digital Ocean;Docker;Google Cloud;Make;npm;Vite
null
null
NA NA
Yes
Django;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu
null
GitHub;GitLab;Google Workspace;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
null
null
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
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
problem solving, system architecture, formulating the real problem
111,435
9
5,838
5,839
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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, full-stack
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
Connected to an open-source project NA
Lack of or sub-par API NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
5
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);C++;Go;HTML/CSS;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;PHP;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Composer;Digital Ocean;Docker;Microsoft Azure;npm;Prometheus;Webpack
Amazon Web Services (AWS);Ansible;APT;Cargo;Composer;Docker;Prometheus;Vite
Amazon Web Services (AWS);Ansible;APT;Cargo;Composer;Docker;Prometheus
Hetzner Hetzner
Yes
jQuery;Node.js;Symfony;Vue.js;Axum
Symfony;Vue.js;Axum
Symfony;Vue.js;Axum
Rocket, Leptos Leptos
Yes
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code;VSCodium
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Debian
Ubuntu;Debian
Azure Devops;GitHub
GitHub
GitHub
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly 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;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Generating content or synthetic data
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
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Working with clients to figure out how the software can be improved, working through processes, edge cases, etc. I'm skeptical AI will actually end up programming as well as some people expect, but even if they do, I've always felt the real job is to find solutions to problems, the coding is just the implementation of that solution.
125,000
8
5,839
5,840
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
25
Engineering manager
10,000 or more employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Security or privacy concerns NA
Government
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
4
United States of America
USD United States dollar
200,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;MATLAB;PowerShell;Python
C++;HTML/CSS;JavaScript;Python;Rust
C++;HTML/CSS;Python
NA NA
No
null
null
null
NA NA
Yes
Ansible;Make;Pip;Podman
Ansible;Cargo;Cloudflare;Ninja;Pip;Podman;Prometheus;Supabase
Ansible;Pip;Podman
dnf dnf
Yes
FastAPI
Deno;Svelte;Vue.js
null
NA NA
Yes
Nano;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
Visual Studio Code
NA NA
c++23;Google Gemini
c++23
c++23
null
null
Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Microsoft Planner
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Microsoft Planner;Notion
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Microsoft Planner
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
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
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Testing code
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Sort of
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Problem Solving
200,000
8
5,840
5,841
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
5
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Good brand and public image NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
4
United States of America
USD United States dollar
115,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;TypeScript
null
null
NA M
Yes
Cloud Firestore;Dynamodb
null
null
NA NA
No
null
null
null
NA NA
Yes
React
React
React
React Native Flutter
Yes
Neovim
Neovim;Visual Studio Code
Neovim
NA NA
null
null
null
null
null
Arch
MacOS
Asana;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
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);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
No.
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
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
115,000
5
5,841
5,842
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
19
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
30
Developer, full-stack
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
Other (please specify): Trajectory and future outlook
Security or privacy concerns Poor trajectory or poor future prospects
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
20
5
United States of America
USD United States dollar
225,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Rust;Scala;Swift;TypeScript;Zig
C;C++
C;C++
Haskell Haskell
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Microsoft Azure;MSBuild;Ninja;npm;Pacman;Pip;pnpm;Podman;Webpack;Yarn
npm
npm
cmake, meson cmake
Yes
Express;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Cursor;Sublime Text;Visual Studio;Visual Studio Code
Cursor;Sublime Text;Visual Studio;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;Red Hat;Fedora;NixOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;Red Hat;Fedora;NixOS
Confluence;GitHub;Google Workspace;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat 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;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Generating content or synthetic data
Predictive analytics
null
Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I have the autonomy to vibe code if so desired.
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 reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
Other (please specify):
The ability to read and digest information quickly. The ability/patience to debug. The ability to think critically. The ability to interface well with other humans.
225,000
9
5,842
5,843
I code primarily as a hobby
55-64 years old
Some college/university study without earning a degree
Retired
Volunteering (regularly)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Retired
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Other (please specify): NA
null
null
null
null
null
null
Canada
CAD Canadian dollar
null
Yes
HTML/CSS;JavaScript
Dart;PHP;PowerShell;Python;Rust;TypeScript
null
NA NA
null
MongoDB;MySQL
null
null
NA NA
Yes
Cloudflare;Google Cloud;Netlify
Amazon Web Services (AWS);Docker;Firebase
null
NA NA
Yes
Astro;Node.js;WordPress
Django;jQuery;NestJS
null
NA NA
null
Visual Studio Code
null
null
NA NA
hostinger
Tailwind CSS 4;Google Gemini
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);ChromeOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Markdown File
Notion
null
NA NA
Discord;Reddit;X;YouTube;LinkedIn
GitHub (public projects, not private repos);Bluesky
null
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
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
null
No, not really
About half of the time
No, but I plan to soon
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Marketing
Personalized agent creation
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 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.
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.
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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
null
null
null
5,843
5,844
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
17
Developer, full-stack
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase 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
7
6
Philippines
PHP Philippine peso
null
Yes
C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;Visual Basic (.Net)
C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;Visual Basic (.Net)
C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;Visual Basic (.Net)
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
jQuery;Node.js
jQuery;Node.js
jQuery;Node.js
NA NA
No
null
null
null
NA NA
Google Gemini;Ollama
Google Gemini;Ollama
Google Gemini;Ollama
null
null
Windows;Android
Windows;Android;Linux (non-WSL)
null
null
null
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
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Writing code;Testing code;Deployment and monitoring
Predictive analytics
null
AI solutions that are almost right, but not quite
No. I'm using AI for reference, and/or verifying correctness of handling new code. Not for coding actual work.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Data and analytics;Customer service support
Multi-platform search enablement;Language processing;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Perplexity
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Need professional coding skills to understand the approach given by AI, also knowledge and experiences to identify errors and incorrect info given by AI.
null
8
5,844
5,845
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.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
28
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
AI integration or AI Agent capabilities NA
Ethical concerns NA
Retail and Consumer Services
Control over the level of quality in projects NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
131,835
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
null
AngularJS;ASP.NET Core;jQuery
ASP.NET Core;jQuery
ASP.NET Core;jQuery
NA NA
null
Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Testing code;Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
I don’t use AI tools regularly
The way that intellisense is helpfull (especially in Visual Studio) the same way AI is helpful.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;Google Gemini
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem
Optimization in certain areas
131,835
9
5,845
5,846
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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);Books / Physical media
22
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
12
Canada
CAD Canadian dollar
250,000
Yes
Assembly;C;C#;GDScript;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript;Zig
Assembly;C;C#;GDScript;Go;JavaScript;Python;SQL;TypeScript;Zig
Assembly;C;C#;GDScript;Go;JavaScript;Python;SQL;TypeScript;Zig
NA NA
Yes
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Cargo;Chocolatey;Docker;Google Cloud;IBM Cloud;Kubernetes;npm;Pip;pnpm;Podman;Terraform;Vite
Bun;Docker;IBM Cloud;Kubernetes;Pip;pnpm;Podman;Terraform;Vite
Docker;IBM Cloud;Kubernetes;Pip;pnpm;Podman;Terraform;Vite
NA NA
Yes
Angular;ASP.NET Core;React;Svelte
ASP.NET Core;Svelte
ASP.NET Core;Svelte
NA NA
Yes
Android Studio;Nano;Visual Studio;Visual Studio Code
Visual Studio Code;Zed
Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Pydantic;RAG
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;RAG
.NET 8 or higher;Large Language Model;Pydantic;RAG
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS;Linux (non-WSL)
GitHub;Jira;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok 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
Long-form articles;Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Testing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Not at all or minimally
Customer service support
Vector databases for AI applications
null
AI agents have increased my productivity.
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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
Milvus
null
IBM watsonx.ai
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Organization, communication, critical thinking, problem solving, data analysis, decision making, domain knowledge
182,396
8
5,846
5,847
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
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)
7
Student
null
null
null
null
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
null
null
No
I have neither consider or transitioned into a new career or industry
4
4
Honduras
HNL Honduran lempira
null
Yes
C;Dart;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C#;C++;GDScript;Go;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;Rust;SQL;Swift;TypeScript;Zig;Gleam
Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL;Redis;SQLite;Supabase;Pocketbase;Valkey
MongoDB;PostgreSQL;SQLite
NA NA
Yes
Cargo;Cloudflare;Make;npm;Pip;Poetry;Railway;Supabase;Vite;Webpack
Bun;Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Kubernetes;Make;npm;Pip;Supabase;Vite
Cargo;Cloudflare;Make;npm;Pip;Supabase;Vite
NA NA
Yes
Astro;Express;Fastify;Flask;Node.js;Nuxt.js;Svelte;Vue.js
Astro;Deno;Django;FastAPI;Fastify;Flask;Node.js;Nuxt.js;Svelte;Vue.js
Astro;Fastify;Flask;Node.js;Nuxt.js;Svelte;Vue.js
NA NA
Yes
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Rider;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Helix Helix
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Android
Clickup;GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
Airtable;GitHub;Markdown File;Microsoft Planner;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose 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)
Gemini (Flash general purpose 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);Long-form articles;Videos;Coding challenges;Direct messaging of users
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 weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I do not consider myself a vibe coder.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I 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 and communication will still be fundamental to anyone who already is or is looking to become a developer.
null
null
5,847
5,848
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
37
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
25
2
United States of America
USD United States dollar
420,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PHP;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;Snowflake;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure;npm;Pip;Terraform
Amazon Web Services (AWS);Composer;Docker;Homebrew;Terraform
Amazon Web Services (AWS);Composer;Docker;Homebrew;Terraform
NA NA
Yes
Laravel;Symfony;Vue.js;WordPress
Laravel;Symfony;Vue.js
Laravel;Symfony;Vue.js
NA NA
No
null
null
null
NA NA
RAG;LangGraph
null
null
null
null
MacOS
MacOS
GitHub;GitLab;Jira;Miro;Monday.com;Wikis
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Documenting code;Creating or maintaining documentation
Writing code;Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
null
Generating content or synthetic data
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Business process automation;IT operations;Cybersecurity
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have improved the quality of my code.
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
Redis;Neo4j
null
OpenRouter;LangChain;LangGraph;Smolagents
null
Wiz
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
null
null
420,000
7
5,848
5,849
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
25
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Poor usability NA
Retail and Consumer Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
1
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);Java;JavaScript;TypeScript
Python
null
NA NA
Yes
Elasticsearch;MySQL
PostgreSQL
null
NA NA
Yes
APT;Datadog;Docker;Firebase;Google Cloud;Homebrew;Maven (build tool);New Relic;npm;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Jupyter Notebook/JupyterLab
null
NA NA
null
null
null
null
null
MacOS;Android;iOS
MacOS;Debian
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Notion
GitHub
GitHub
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Testing code;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
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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
system design; verification
150,000
8
5,849
5,850
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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)
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
System administrator
500 to 999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable As per need of organization.
Security or privacy concerns NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
3
1
Bangladesh
BDT Bangladeshi taka
940,000
Yes
SQL;VBA
SQL;VBA
SQL;VBA
NA NA
Yes
Microsoft Access;Microsoft SQL Server;Oracle
Microsoft Access;Microsoft SQL Server;Oracle
Microsoft Access;Microsoft SQL Server;Oracle
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;MacOS
GitHub;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Chat (people);Long-form articles
Use discussion or chat feature NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
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;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
Yes
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.;Write in the most significant challenge if not listed above:
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
Knowing tips and tricks from vendor documentations as well as Q&A based online forum.
7,691
null
5,850
5,851
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
Engaged in paid work (20-29 hours per week)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
20
Developer, embedded applications or devices
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
Connected to an open-source project NA
Ethical concerns NA
Other:
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
3
3
New Zealand
NZD New Zealand dollar
200,000
Yes
Bash/Shell (all shells);C;C++;MicroPython;Python
C++;MicroPython;Python;Rust
C++;MicroPython;Python
NA NA
No
null
null
null
NA NA
Yes
Docker;Make;Ninja;Pip
Docker;Ninja;Pip
Docker;Ninja;Pip
NA NA
Yes
Flask;Svelte
Svelte
Svelte
NA NA
Yes
Cline and/or Roo;Cursor
Cline and/or Roo;Cursor;Neovim
Cline and/or Roo;Cursor
NA NA
null
null
null
null
null
Ubuntu;Debian
Ubuntu;Debian
GitHub;Markdown File;Notion;Trello
GitHub;Markdown File;Notion;Trello
GitHub;Markdown File;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Unsure
Somewhat 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;Creating or maintaining documentation
Project planning
Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
For easy stuff
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
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
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Roo code (Roo-Cline)
null
When I don’t trust AI’s answers;When I want to compare different solutions
Planning tasks, architecture, debugging
120,471
null
5,851
5,852
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
30
Developer, full-stack
Less than 20 employees
null
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Banking/Financial Services
null
No
I have neither consider or transitioned into a new career or industry
1
null
Norway
NOK Norwegian krone
null
Yes
Delphi
Delphi
Delphi
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
null
null
null
NA NA
YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
No
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
Upvote/Downvote Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
I haven’t encountered any problems
no idea what yhis is
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Knowing the business one is coding for
null
null
5,852
5,853
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.);Engaged in paid work (less than 10 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;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;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
18
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
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
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Viet Nam
VND Vietnamese dong
null
Yes
C;C#;C++;COBOL;Go;Groovy;HTML/CSS;Java;JavaScript;Lua;MATLAB;PHP;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Dynamodb;Elasticsearch;H2;IBM DB2;Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
BigQuery;Dynamodb;Elasticsearch;H2;MySQL;Oracle;PostgreSQL;Redis;SQLite
BigQuery;Dynamodb;Elasticsearch;H2;MySQL;Oracle;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Podman;Poetry;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Podman;Poetry;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Podman;Poetry;Yarn
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Flask;jQuery;Node.js;React;Spring Boot;WordPress
AngularJS;Node.js;React;Spring Boot;WordPress
AngularJS;Node.js;React;Spring Boot;WordPress
NA NA
Yes
Android Studio;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
Google Gemini;Ollama
Google Gemini;Ollama
Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS;Red Hat
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Red Hat
GitHub;GitLab;Google Workspace;Jira;Markdown File;Redmine;Trello
GitHub;GitLab;Google Workspace;Jira;Markdown File;Redmine;Trello
GitHub;GitLab;Google Workspace;Jira;Markdown File;Redmine;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people)
Bookmark posts to look at later 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
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations;Customer service support;Marketing;Robotics
Language processing;Vector databases for AI applications
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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
Vertex AI;Llama Index;Ollama;LangChain
null
LangSmith;Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;AgentGPT;Auto-GPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
7
5,853
5,854
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
63,000
Yes
Ada;Fortran;HTML/CSS;Java;JavaScript;Python;TypeScript
Ada;Bash/Shell (all shells);Java
Ada;Java
NA NA
Yes
MongoDB
MongoDB;Redis
MongoDB
NA NA
Yes
Datadog;Docker;Kubernetes;Make;Maven (build tool);Netlify;npm;Pip
Datadog;Docker;Make
Datadog;Docker;Make
NA NA
Yes
Express;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Pop!_OS
Ubuntu
Confluence;GitHub;GitLab;Jira;Trello
GitLab;Jira;Trello
GitLab;Jira;Trello
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Search for answers
Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
No, only for shoot-and-forget scripting
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
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
Understanding implicit and non-functional requirements as well as the reasons for doing certain things a certain way. Collaborating with colleagues and stakeholders. Ensuring overall quality, safety & security of produced software.
73,089
7
5,854
5,855
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
5
Developer, full-stack
null
null
null
null
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
C;C++;Dart;HTML/CSS;Java;MATLAB;Python;Rust;SQL
C++;HTML/CSS;Python;Rust;SQL
C++;HTML/CSS;Python;Rust;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;Obsidian
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
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 monthly or infrequently
Very unfavorable
Somewhat trust
Neither good or 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;I’ve become less confident in my own problem-solving
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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
null
null
5,855
5,856
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Not employed
None of the above
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
38
Developer, full-stack
null
null
null
null
Work
Robust and complete API NA
Availability of better alternatives NA
null
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
10
5
Chile
CLP Chilean peso
null
Yes
C#;Go;SQL;TypeScript
C#;SQL
C#;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB
Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB
NA NA
Yes
Docker;Microsoft Azure
Docker;Microsoft Azure
Docker;Microsoft Azure
NA NA
Yes
ASP.NET Core;Node.js;React
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Wikis
Azure Devops;Wikis
Azure Devops;Wikis
NA NA
YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly trust
Very well at handling complex tasks
Writing code;Learning new concepts or technologies
null
null
null
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Partially. I mostly use it as the unpolished starting point of some functionality.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
null
null
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
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.
null
null
null
null
Copilot
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I need quick help troubleshooting
Focus on implement a higher level of solutions to business problems (we will design/model more and code less).
null
9
5,856
5,857
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (part-time);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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;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
4
Student
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
10
14
Ukraine
UAH Ukrainian hryvnia
24,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Lua;Python;SQL
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript;Zig
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Lua;Python;SQL
NA NA
No
null
null
null
NA NA
Yes
APT;Digital Ocean;Docker;Make;Pacman;Pip;Poetry
Amazon Web Services (AWS);Ansible;APT;Bun;Digital Ocean;Docker;Firebase;Kubernetes;Make;Pacman;Pip;Podman;Prometheus;Terraform
APT;Digital Ocean;Docker;Make;Pacman;Pip
nix nix
null
null
null
null
NA NA
No
null
null
null
NA NA
Polars;Pydantic;uv
Polars;Pydantic;uv
Polars;Pydantic;uv
null
null
Linux (non-WSL);Arch;NixOS
Windows;Linux (non-WSL);NixOS
GitHub;Markdown File
GitHub;GitLab;Jira;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
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
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
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
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
null
575
8
5,857
5,858
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
14
Engineering manager
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Fintech
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
2
null
Singapore
SGD Singapore dollar
220,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;Python;SQL;TypeScript
Go;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;MongoDB;PostgreSQL;Redis
Dynamodb;MongoDB;PostgreSQL;Redis;Clickhouse
Dynamodb;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;Prometheus;Terraform;Yarn
NA NA
Yes
Express;Flask;NestJS;Node.js
Express;NestJS;Node.js
Express;NestJS;Node.js
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
GitLab;Jira;Notion
GitLab;Jira;Notion;Obsidian
GitLab;Jira;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Substack
NA NA
Yes
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 at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Testing code
Learning about a codebase;Writing code
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
I have concerns about the security and privacy of data when using AI agents.
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.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
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
Reasoning and problem solving. Identifying edge cases. Understanding the domain
171,847
7
5,858
5,859
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
13
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
2
United States of America
USD United States dollar
null
Yes
C;Go;HTML/CSS;Java;Python;Rust;SQL;TypeScript
Go;Rust;SQL
Go;Rust;SQL
NA NA
Yes
Databricks SQL;DuckDB;Elasticsearch;PostgreSQL;Snowflake;SQLite
DuckDB;PostgreSQL;Snowflake;SQLite
DuckDB;PostgreSQL;Snowflake;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Gradle;Homebrew;Maven (build tool);npm;Pip;pnpm;Vite
Amazon Web Services (AWS);Cargo;Docker;Maven (build tool);Vite
Amazon Web Services (AWS);Cargo;Docker;Maven (build tool);Vite
NA NA
Yes
Django;FastAPI;Next.js;Spring Boot;Vue.js
Django;FastAPI
Django;FastAPI
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
NA NA
uv
uv
uv
null
null
MacOS;iOS
MacOS
GitHub;Google Colab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;Hacker News;Slack (public channels, not work);YouTube
Reddit;Hacker News;Slack (public channels, not work);YouTube
Reddit;Hacker News;Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Writing 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
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Absolutely not.
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Customer service support;Marketing
null
AI agents have increased my productivity.
AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.
null
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
pgvector
null
null
null
null
null
ChatGPT;Claude Code
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
Solving the right problem.
null
7
5,859
5,860
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Support engineer or analyst
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
Ethical concerns NA
Other:
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
8
6
Saudi Arabia
SAR Saudi Arabian riyal
102,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
NA NA
Yes
MySQL;Oracle
MySQL
MySQL
NA NA
null
Cloudflare;Composer;Digital Ocean;Netlify;npm;Vite
Cloudflare;Composer;Netlify;npm;Vite
Cloudflare;Composer;Netlify;npm;Vite
NA NA
Yes
Astro;jQuery;Laravel
Astro;Laravel
Astro;Laravel
NA NA
Yes
Nano;Notepad++;PhpStorm;PyCharm;Visual Studio;Windsurf
Nano;Notepad++;PhpStorm;PyCharm;Windsurf
Nano;Notepad++;PhpStorm;PyCharm;Windsurf
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows
GitHub
GitHub
GitHub
NA NA
GitHub (public projects, not private repos);X;YouTube;LinkedIn
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code
Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Project planning;Documenting code
Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
yes
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.
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
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
quality, security
27,191
5
5,860
5,861
I am a developer by profession
25-34 years old
Primary/elementary school
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
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
16
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
102,000
Yes
C#;HTML/CSS;SQL;VBA;Visual Basic (.Net)
C#;SQL;Visual Basic (.Net)
C#;SQL;Visual Basic (.Net)
XAML XAML
Yes
Microsoft Access;Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
Blazor
Blazor
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Stack Overflow for Teams
Stack Overflow for Teams
Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer Find answer to a question
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;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
null
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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.
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 have ethical or security concerns about code
Understanding how code and computers work. Understanding the frameworks and tools being used. Being able to look at a system or a problem with a system and reason about it accurately to determine what needs to be done. Even if somehow AI gets so good that I never have to write code, someone will still need to direct the AI accurately and test whether it has achieved the desired result (read: will need to understand the desired result well enough to even test for it).
102,000
9
5,861
5,862
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
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
11
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Energy
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
4
2
Japan
JPY Japanese yen
12,400,000
Yes
Dart;TypeScript
Dart;Go;TypeScript
Dart;TypeScript
NA NA
Yes
Databricks SQL;Dynamodb;Firebase Realtime Database;PostgreSQL
Dynamodb;Firebase Realtime Database
Dynamodb;Firebase Realtime Database
NA NA
Yes
Amazon Web Services (AWS);Firebase;Gradle;Homebrew;npm
Firebase;Google Cloud;Gradle;Homebrew;npm
Firebase;Gradle;Homebrew;npm
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
Asana;GitHub;Google Workspace;Notion
Asana;GitHub;Google Workspace;Notion
Asana;GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Dev.to;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
Deployment and monitoring
Predictive analytics
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, to a great extent
null
null
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
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
null
85,670
9
5,862
5,863
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Online Courses or Certification (includes all media types)
5
Developer, full-stack
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Other (please specify): Trusted
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
2
4
India
INR Indian rupee
1,100,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
Apex, SOQL, SOSL NA
Yes
MongoDB;MySQL
null
null
NA NA
Yes
Google Cloud;npm;Pip;Vercel
null
null
NA NA
Yes
Angular;AngularJS;Flask;Node.js;React;WordPress
null
null
NA NA
Yes
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Windows
Confluence;GitHub;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Testing code
Project planning;Committing and reviewing code
Learning about a codebase;Deployment and monitoring;Predictive analytics
Documenting code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or 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 don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Using AI to work efficiently and in less time
12,786
8
5,863
5,864
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
17
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
0
Brazil
BRL Brazilian real
360,000
Yes
JavaScript;TypeScript
TypeScript
TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);pnpm
Amazon Web Services (AWS);pnpm
Amazon Web Services (AWS);pnpm
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
null
null
null
null
null
Windows
MacOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning
null
Committing and reviewing code
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers
simpliflying
65,533
9
5,864
5,865
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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)
10
Developer, mobile
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Egypt
EGP Egyptian pound
550,000
No
null
null
null
NA NA
Yes
MongoDB;MySQL;SQLite
MongoDB;Redis
MongoDB
NA NA
Yes
Digital Ocean;Docker;Gradle;npm
Digital Ocean;Docker;Gradle;Kubernetes;npm
Digital Ocean;Docker;Gradle;npm
NA NA
Yes
Express;NestJS;Node.js
Express;NestJS;Node.js
Express;NestJS;Node.js
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Cursor;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;LinkedIn;Medium
Stack Overflow;LinkedIn;Medium
Stack Overflow;LinkedIn;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
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
Testing code;Committing and reviewing code
Learning about a codebase;Deployment and monitoring
Project planning;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
null
10,984
8
5,865
5,866
I code primarily as a hobby
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
10
Developer, full-stack
null
null
null
No
null
null
null
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
null
10
Philippines
USD United States dollar
0
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Bash/Shell (all shells);C++;Elixir;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;Python;SQL;Swift;TypeScript;Zig
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL;SQLite;Supabase
Firebase Realtime Database;PostgreSQL;Redis;SQLite;Supabase;Valkey
PostgreSQL;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;npm;Podman;Supabase
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;npm;pnpm;Podman;Supabase;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm;Podman;Supabase
NA NA
Yes
Express;Next.js;Node.js;React
Deno;Express;Next.js;Node.js;Phoenix;React;Vue.js
Express;Next.js;Node.js;React
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
null
null
MacOS;Ubuntu;Android
MacOS;Ubuntu;Android
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
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
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
Write in the most significant challenge if not listed above:
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.
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
null
5,866
5,867
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
13
Developer, front-end
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
12
15
Thailand
THB Thai baht
54,901
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C++;Go;HTML/CSS;Java;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;SQL;TypeScript
NA NA
Yes
Dynamodb;Firebase Realtime Database;Supabase
Dynamodb;Supabase
Dynamodb;Supabase
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Homebrew;Netlify;npm;Vercel;Vite;Yarn
Amazon Web Services (AWS);Bun;Docker;Homebrew;Netlify;npm;Pip;pnpm;Supabase;Vercel;Vite;Yarn
Amazon Web Services (AWS);Docker;Homebrew;Netlify;npm;Vercel;Vite;Yarn
NA NA
Yes
NestJS;Next.js;Node.js;Nuxt.js;Vue.js
Angular;Deno;Django;Express;NestJS;Next.js;Node.js;Nuxt.js;React;Vue.js
NestJS;Next.js;Node.js;Nuxt.js;Vue.js
NA NA
No
null
null
null
NA NA
Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Large Language Model;RAG;Google Gemini;Shadcn/ui
null
null
MacOS;iOS
MacOS;iOS
GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Jira;Notion
NA NA
Stack Overflow;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI Image generating models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Writing code;Deployment and monitoring
Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;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;It’s hard to understand how or why the code works
No, "vibe coding" isn't part of my professional development approach. While many developers are experimenting with it, I believe it can hinder long-term growth. In complex projects, it often falls short—you end up spending more time prompting than actively writing and structuring code yourself. It also removes much of the satisfaction that comes from solving problems and building solutions, as the code is largely generated by AI rather than developed through your own understanding and creativity.
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
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 fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
In the next 3–5 years, core skills like problem solving, system design, critical thinking, and code review will remain essential for developers, even as AI tools advance. Developers will still need to validate and adapt AI-generated code, communicate effectively with teams and stakeholders, and apply domain knowledge to build meaningful solutions. Adaptability and a continuous learning mindset will also be key to staying relevant in a rapidly evolving tech landscape.
1,680
8
5,867
5,868
I used to be a developer by profession, but no longer am
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
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);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
35
Developer, desktop or enterprise applications
null
null
null
null
null
null
null
null
null
null
null
null
null
New Zealand
NZD New Zealand dollar
null
Yes
C#;C++;Python
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
null
null
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
5,868
5,869
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, front-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
6
null
Myanmar
MMK Myanmar kyat
38,400,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Firebase;Google Cloud;npm;Vercel;Vite
Firebase;Google Cloud;Gradle;Maven (build tool);npm;pnpm;Vercel;Vite
Firebase;Google Cloud;npm;Vercel;Vite
NA NA
Yes
Next.js;Node.js;React
Express;Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Bolt;Claude Code;Cursor;Visual Studio Code
Android Studio;Bolt;Claude Code;Cursor;Lovable.dev;Visual Studio Code
Bolt;Claude Code;Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;LangGraph
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Clickup;GitHub;Obsidian
Clickup;GitHub;Obsidian
Clickup;GitHub;Obsidian
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
null
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Learning about a codebase;Project planning;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
Debugging AI-generated code is more time-consuming
Yes, it has become part of my development workflow lately. This is because our company give access to these AI tools. I don't think I will be using AI tools that much if I did not have this free access. Also, even though I vibe-code, there are times when I have to do some part of the code manually because AI doesn't know about it or just hallucinates and creates more problems than solutions. I am talking about Web3, where AI still lacks significantly.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;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
ChatGPT;GitHub Copilot;Google Gemini;Tabnine;Replit;v0.dev;Perplexity;Bolt.new;Amazon Codewhisperer;Lovable.dev;Cody
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
Having a comprehensive and deep understanding of what you are doing is more valuable. Without this, using AI will be like a blind man driving a car.
18,290
5
5,869
5,870
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
9
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
Availability of better alternatives NA
Fintech
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
4
3
United States of America
USD United States dollar
165,000
Yes
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;OCaml;Python;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;SQL;TypeScript;Gleam
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lua;SQL;TypeScript
NA NA
Yes
BigQuery;PostgreSQL
DuckDB;PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Heroku;Homebrew;Terraform
Docker;Heroku;Homebrew
Docker;Heroku;Homebrew
NA NA
Yes
Node.js;Phoenix;React
Phoenix;React
Phoenix;React
NA NA
Yes
Claude Code;Neovim;Vim
Claude Code;Neovim;Vim
Claude Code;Neovim;Vim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;iOS
MacOS
GitHub;Linear;Notion
GitHub;Linear
GitHub;Linear
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X
Stack Overflow;GitHub (public projects, not private repos);X
Stack Overflow;GitHub (public projects, not private repos);X
ElixirForum NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
null
Creating or maintaining documentation
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have 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 accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
Grok
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
Clear communication
165,000
8
5,870
5,871
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
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
25
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
3
Australia
AUD Australian dollar
210,000
Yes
HTML/CSS;JavaScript;Python;TypeScript;Gleam
HTML/CSS;Gleam
HTML/CSS;Gleam
Elm Elm
Yes
DuckDB;Dynamodb;MySQL;PostgreSQL;SQLite;Supabase
DuckDB;PostgreSQL
DuckDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;npm;Pip;Supabase;Vite
Docker;Vite
Docker;Vite
NA NA
Yes
Flask;Node.js;React;Ruby on Rails
null
null
Elm, Lustre Elm, Lustre
Yes
Zed
Zed
Zed
NA NA
Tailwind CSS 4;Polars;Pydantic;uv
Tailwind CSS 4;Polars;Pydantic;uv
Tailwind CSS 4;Polars;Pydantic;uv
null
null
MacOS;Android;Pop!_OS
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Testing code;Predictive analytics;Generating content or synthetic data
Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I would try it only for something I'm completely unfamiliar with
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
null
136,520
6
5,871
5,872
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
19
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Books / Physical media
25
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): I can switch to other solutions: open standards, broadly supported file formats, compatible with other solutions APIs...
Ethical concerns NA
Manufacturing
Competitive pay and benefits Ethical project; ownership over a project or part of a project.
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);C;C++;Delphi;JavaScript;Python
Bash/Shell (all shells);C++;JavaScript;Python
Bash/Shell (all shells);C++;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
APT;Ninja;Pip
APT;Ninja
APT;Ninja
Proxmox, cmake Proxmox, cmake
No
null
null
null
NA NA
Yes
Nano;Notepad++
Nano;Notepad++
Nano;Notepad++
qtcreator, kate, custom AI tools qtcreator, kate, custom AI tools
c++23;RAG;Ollama
c++23;Ollama
c++23;Ollama
null
null
Debian
Windows;Debian;Linux (non-WSL)
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
gitea gitea
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
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
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Meta Llama (all models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet
Mistral (several) Mistral (several)
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
Long-form articles;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
Mostly NO: I sometimes generate code for unit-testing or Prove Of Concept side projects, but I never let LLM code to get into my code repository.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
Other specific task (write in):
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.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
ChromaDB;pgvector
null
Ollama
null
null
null
null
null
Other (please specify):
Too speculative to answer in few lines.
null
6
5,872
5,873
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
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
5
Peru
PEN Peruvian sol
16,000
Yes
C#;HTML/CSS;JavaScript;Python
C#;HTML/CSS;JavaScript;Python;TypeScript
C#;HTML/CSS;JavaScript;Python
NA NA
Yes
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
Microsoft Azure;MSBuild;npm;NuGet;Pip;Terraform;Webpack
Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
NA NA
Yes
ASP.NET Core;Express;Node.js;React
ASP.NET Core;Express;Node.js;React
ASP.NET Core;Express;Node.js;React
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
null
null
Windows;Ubuntu;Android;iOS;iPadOS
Windows
Azure Devops;GitHub;Google Workspace;Jira;Miro
Azure Devops;GitHub;Jira;Miro
Azure Devops;GitHub;Jira;Miro
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
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Understand complex code.
4,458
10
5,873
5,874
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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 didn't spend time learning in the past year
null
4
Developer, full-stack
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Government
Recognition from leadership for your work NA
No
I have transitioned into a new career and/or industry voluntarily
20
5
United States of America
USD United States dollar
80,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;Lua;Python
C#;HTML/CSS;JavaScript;Lua;Python
NA NA
Yes
Oracle;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Chocolatey;Docker;MSBuild;npm;NuGet;Pip;pnpm;Vite
Amazon Web Services (AWS);Docker;MSBuild;npm;NuGet;Pip;pnpm;Terraform;Vite
Amazon Web Services (AWS);Docker;MSBuild;npm;NuGet;Pip;pnpm;Vite
NA NA
Yes
Node.js;Svelte;Vue.js
Node.js;Svelte;Vue.js
Node.js;Svelte;Vue.js
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
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Windows
Windows;Red Hat
Confluence;GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Testing code;Search for answers;Creating or maintaining documentation
Documenting code
null
I don’t use AI tools regularly
No, vibe coding is not part of my professional work. For the AI I have used in the past, it has not worked well and has misunderstood the question asked. It is faster for me to just write the code then have to fix issues with something it generated (which it could have likely regurgitated from its training data).
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Ability to understand code in general. With AI coding developers could potentially not understand why certain pieces of code are written in certain ways or what that code is actually doing. When you write the code yourself you have the highest level of understanding for that bit of code. When you work on someone else's code it's hard to understand at first what the code is trying to do until you dive into it line by line and understand the decisions made by the original developer. If AI becomes so prevalent that it takes over writing all code most developers won't understand how to fix or understand that code and will only know how to make the AI generate code that looks correct instead of functioning correctly. This becomes the concept of garbage in and garbage out. The more dependent and trusting we get, the more the AI will think its generated code is right, even when the solution doesn't work and this will continue into a feedback loop of the AI never being able to generate the correct code. Its already trained on code with bugs in it, and if people who don't understand that code approve what the AI generated it just goes back to the AI to say it did a good job, which will continue the cycle of bad code generation and leading to more bugs.
80,000
8
5,874
5,875
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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);Blogs or podcasts;Books / Physical media
7
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Retail and Consumer Services
Control over the level of quality in projects NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
2
Israel
ILS Israeli new shekel
360,000
Yes
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
BigQuery;DuckDB;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;Snowflake
BigQuery;DuckDB;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Cockroachdb
BigQuery;DuckDB;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;npm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Docker;Google Cloud;Homebrew;Kubernetes;npm;pnpm;Supabase;Vercel;Vite;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;npm;Vite;Yarn
NA NA
Yes
Express;NestJS;Next.js;Node.js;React
Astro;Express;NestJS;Next.js;Node.js;React;Svelte
Express;NestJS;Next.js;Node.js;React
NA NA
Yes
Cursor;Neovim;Vim;Visual Studio Code;WebStorm;Windsurf
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Neovim;Vim;Windsurf
Cursor;Neovim;Vim;Windsurf
NA NA
Amazon Bedrock;Google Gemini;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;LangGraph;uv
Google Gemini;Shadcn/ui;uv
null
null
MacOS;iOS;iPadOS
MacOS;iOS
Confluence;GitHub;Miro;Monday.com
Confluence;GitHub;Miro;Monday.com;Obsidian
Confluence;GitHub;Miro;Monday.com
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack
Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack
NA NA
Yes
Amazon Titan 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);Meta Llama (all models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
Project planning;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Vector databases for AI applications;MCP servers
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
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
Neo4j;Qdrant;GitHub MCP Server;Milvus
null
Vertex AI;Llama Index;LangChain
null
New Relic;Grafana + Prometheus
null
ChatGPT;Google Gemini;v0.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
null
105,891
10
5,875
5,876
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.)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
14
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
United States of America
USD United States dollar
160,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL
Ruby;TypeScript
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;Redis
PostgreSQL
null
NA NA
Yes
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Vite;Webpack
Terraform
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
Blazor;React;Vue.js
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Markdown File
Obsidian;Stack Overflow for Teams
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
null
null
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Search for answers
AI solutions that are almost right, but not quite
No. When I ask AI for help it's usually for a specific, narrow problem or low thought chore I'm facing.
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 learn best practices;When I have ethical or security concerns about code
Project planning and estimation, enterprise architecture, debugging, code design patterns
160,000
8
5,876
5,877
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
9
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Healthcare
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
142,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript;Zig
Elixir;Go;HTML/CSS;Kotlin;Rust;SQL;TypeScript;Zig;Gleam
Go;HTML/CSS;Rust;SQL;TypeScript;Zig
Roc Roc
Yes
BigQuery;DuckDB;Dynamodb;MySQL;SQLite
BigQuery;Datomic;DuckDB;MySQL;PostgreSQL;SQLite
BigQuery;DuckDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Homebrew;Maven (build tool);npm;Pip;Terraform;Vite;Yarn
Amazon Web Services (AWS);Cargo;Datadog;Terraform
Amazon Web Services (AWS);Cargo;Datadog;Terraform
NA NA
Yes
jQuery;Node.js;React;Spring Boot
Phoenix
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;Zed
Claude Code;IntelliJ IDEA;Zed
IntelliJ IDEA;Zed
helix helix
Google Gemini
null
null
null
null
MacOS;Ubuntu
MacOS
Confluence;GitHub;Jira;Miro;Notion;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
null
null
null
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
null
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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
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.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
142,000
8
5,877
5,878
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
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, embedded applications or devices
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Other (please specify): Inclusion of AI or AI agents
null
null
No
I have neither consider or transitioned into a new career or industry
6
9
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;Python
Assembly;Bash/Shell (all shells);C;PowerShell;Python
Assembly;Bash/Shell (all shells);C;Python
UE4/5 Blueprint Visual Scripting System NA
No
null
null
null
NA NA
null
Cloudflare;Make;Ninja;Pip
Make;Ninja;Pip
Make;Ninja;Pip
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;Visual Studio;Visual Studio Code
PyCharm;Vim;Visual Studio
Vim;Visual Studio
NA NA
c++23
null
null
null
null
Windows;Fedora
Windows
Doxygen;GitHub;GitLab;Markdown File;Wikis
Doxygen;Markdown File;Wikis
Doxygen;Markdown File;Wikis
Gitea Gitea
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
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
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
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
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No and it will never be
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.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
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
Understanding what code is doing and how it works. Understanding not only the how, but the why things are done in specific ways. Skills related to maintainability, debugging, etc.
null
8
5,878
5,879
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.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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);Colleague or on-the-job training;Blogs or podcasts
39
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Manufacturing
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Australia
AUD Australian dollar
170,000
Yes
C#;F#;HTML/CSS;PowerShell
null
null
NA NA
Yes
null
null
null
Azure Tables NA
Yes
Microsoft Azure;MSBuild;NuGet
null
null
NA NA
Yes
ASP.NET Core;Blazor
null
null
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira
null
null
NA NA
GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Testing code;Committing and reviewing code
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
programming and architecture will still remain valuable
110,516
6
5,879
5,880
I am a developer by profession
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);Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
7
Student
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Connected to an open-source project NA
Ethical concerns NA
Software Development
null
No
null
4
2
United States of America
USD United States dollar
null
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;Lua;PowerShell;Rust;Zig
C;C++;HTML/CSS;JavaScript;Lua;Rust;Zig
C;C++;HTML/CSS;JavaScript;Lua;Rust;Zig
NA NA
Yes
Microsoft SQL Server;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher;c++23;Large Language Model;Ollama;uv
c++23;Large Language Model;Ollama;uv
c++23;Large Language Model;Ollama;uv
null
null
Arch
Arch
GitHub;Google Colab;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
null
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
problem solving, especially on a system level
null
10
5,880
5,881
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
2
Developer, full-stack
Less than 20 employees
People manager
Remote
No
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
5
5
India
INR Indian rupee
144,000
Yes
HTML/CSS;JavaScript;PHP;SQL;Swift;TypeScript
C++;MATLAB;Python
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Express;FastAPI;Flask;jQuery;Laravel;Node.js
Angular;Django;Express;FastAPI;Flask;Laravel;Node.js
Angular;Express;FastAPI;Flask;Laravel;Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS
Azure Devops;GitHub;Google Colab;Google Workspace
Azure Devops;GitHub;Google Colab;Google Workspace
Azure Devops;GitHub;Google Colab;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning new concepts or technologies
Learning about a codebase
null
I’ve become less confident in my own problem-solving
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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 and Architecture: Designing scalable, robust, and maintainable software architectures will remain a critical human skill. This involves understanding the big picture, making high-level design choices, selecting appropriate technologies (including AI components), and ensuring that different parts of a system integrate effectively and efficiently.
1,674
7
5,881
5,882
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Attending school (full-time)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Other (please specify):
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
Ethical concerns NA
Transportation, or Supply Chain
null
No
I have strongly considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
50,000
Yes
C;Dart;HTML/CSS;JavaScript;Lisp;Lua;Python;Rust;TypeScript
Zig
null
ELisp NA
Yes
null
null
null
NA SurrealDB, SpacetimeDB
Yes
APT;Cargo;Digital Ocean;Make;npm;Vite
Docker;Kubernetes;Podman;Terraform
null
NA NA
Yes
Astro;jQuery;Next.js;Node.js;React
Ruby on Rails;Vue.js;Axum
null
NA NA
Yes
Neovim
null
null
Emacs NA
Tailwind CSS 4
null
null
null
null
Linux (non-WSL);Pop!_OS
null
GitHub
null
null
SourceHut, Codeberg NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch
null
null
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed 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;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
Writing code;Predictive analytics;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
It is not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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 as it seems AI currently spits code out that has numerous bugs or security issues. The ability to think and work with large codebases will be valuable. Systems programming will probably be a safe bet to work in.
50,000
null
5,882
5,883
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
25
Founder, technology or otherwise
null
null
null
No
Work
Reputation for quality NA
Availability of better alternatives NA
Media & Advertising Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
10
5
Australia
AUD Australian dollar
130,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lisp;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp
Clojure Clojure
Yes
SQLite
null
null
NA NA
Yes
Digital Ocean;Docker;Firebase;Homebrew;Netlify;npm;Pip;Vercel
Docker;Firebase;Homebrew;Netlify;npm;Vercel
Docker;Firebase;Homebrew;Netlify;npm;Vercel
Virtuozzo Virtuozzo
Yes
React
null
null
Electric clojure Electric clojure, datastar
Yes
Aider;IntelliJ IDEA;Lovable.dev;Visual Studio Code
Aider;IntelliJ IDEA;Lovable.dev;Visual Studio Code
Aider;IntelliJ IDEA;Lovable.dev;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Coda;GitHub;Google Workspace;Markdown File;Obsidian;Trello
GitHub;Google Workspace;Markdown File;Obsidian;Trello
GitHub;Google Workspace;Markdown File;Obsidian;Trello
NA NA
Discord;Reddit;Slack (public channels, not work);X
Discord;Reddit;Slack (public channels, not work);X
Discord;Reddit;Slack (public channels, not work);X
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
Yes
Less than once every 2 - 3 months
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
Not sure
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
null
84,512
null
5,883
5,884
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
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)
12
Data scientist
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
Costs are manageable NA
Prohibitive pricing NA
Government
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
7
3
United States of America
USD United States dollar
105,000
Yes
Go;HTML/CSS;PowerShell;Python;R;SQL
Go;Python;SQL;Gleam
Go;Python;SQL
Julia Julia
Yes
DuckDB;Microsoft Access;Oracle
DuckDB
DuckDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip
Docker;Pip
Docker;Pip
uv uv
No
null
null
null
NA NA
No
null
null
null
NA NA
Polars;uv
Polars;uv
Polars;uv
null
null
Windows;MacOS;Ubuntu;iOS
Windows
Airtable;GitHub;Google Workspace;Jira;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming
No, it’s a waste of time
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.;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 have ethical or security concerns about code;Other (please specify):
null
105,000
8
5,884
5,885
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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 for my personal curiosity and/or hobbies
null
20
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Ethical 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
5
4
Canada
CAD Canadian dollar
125,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Elixir;Go;JavaScript;Python;Ruby;Rust;TypeScript
JavaScript;Python;Ruby;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;Homebrew;Kubernetes;Pip;pnpm;Poetry;Vite
Docker;Kubernetes;pnpm;Vite
Docker;Kubernetes;pnpm;Vite
NA NA
Yes
Angular;FastAPI;Ruby on Rails;Vue.js
Deno;Phoenix;Ruby on Rails;Svelte;Vue.js
Ruby on Rails;Vue.js
NA NA
Yes
IntelliJ IDEA;Neovim;Sublime Text;Vim;Visual Studio Code
Neovim
Neovim
NA NA
Pydantic;uv
Pydantic;uv
Pydantic;uv
null
null
MacOS;iOS;Linux (non-WSL);iPadOS
MacOS
Asana;Confluence;GitHub;Jira;Linear;Markdown File;Obsidian
Linear;Markdown File;Notion;Obsidian
Linear;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Dev.to
Dev.to
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
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
Nooe
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.;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 fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
91,198
6
5,885
5,886
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Not employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
8
Developer, game or graphics
null
null
null
null
Personal Project
Connected to an open-source project Dedication to low resource use
Other (please specify): Inappropriate use of AI
null
null
No
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
Bash/Shell (all shells);C;C++;GDScript;HTML/CSS;JavaScript;Rust
Assembly;GDScript;OCaml;Rust;SQL;Zig
GDScript;Rust
GLSL, WGLSL, Odin Haskell
No
null
null
null
NA NA
Yes
Cargo;npm;Webpack
Cargo
Cargo
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code;Zed
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Linux (non-WSL)
GitHub;Markdown File
GitHub;GitLab;Markdown File;Trello
GitHub;Markdown File
Docs.rs Docs.rs
Discord;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;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
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
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
null
I don’t use AI tools regularly
No. I believe "vibe coding" erodes the developer's ability to reason about their products and to create extensible and maintainable projects.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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;Other (please specify):
No one wants a black box.
null
null
5,886
5,887
I used to be a developer by profession, but no longer am
65 years or older
Some college/university study without earning a degree
Retired
Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Blogs or podcasts;Stack Overflow or Stack Exchange
30
Retired
null
null
null
null
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
null
null
null
null
null
3
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;SQL
null
null
NA NA
Yes
MariaDB;MySQL;SQLite
null
null
NA NA
Yes
Cloudflare;Docker;Google Cloud;Kubernetes;MSBuild;NuGet
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (people);Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Writing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Anthropic
null
null
ChatGPT;Google Gemini;Microsoft Copilot
Anthropic
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
null
null
null
5,887
5,888
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
3
Developer, full-stack
null
null
null
null
Work
Other (please specify): Utility
Inefficient or time-costly NA
null
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
4
United States of America
USD United States dollar
0
Yes
JavaScript;Python;SQL;TypeScript
C#;C++;Dart;Go;Rust
null
NA NA
Yes
PostgreSQL
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Digital Ocean;Docker;Homebrew;npm;Supabase;Vercel
Bun;Datadog;Digital Ocean;Docker;npm;Supabase;Vercel
Digital Ocean;Docker;npm;Supabase;Vercel
NA NA
Yes
Express;Next.js;Node.js
Express;Next.js;Node.js
Express;Next.js;Node.js
NA NA
Yes
Cursor;Visual Studio Code;Windsurf
Claude Code;Cursor;Visual Studio Code;Windsurf
Cursor;Visual Studio Code;Windsurf
NA NA
Google Gemini;Shadcn/ui
Tailwind CSS 4;Pydantic;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
Google Gemini;Shadcn/ui
null
null
MacOS;Ubuntu
MacOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;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 5 and 10 years
Infrequently, less than once per year
Coding challenges;Job board;Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning
null
null
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics
Writing code;Debugging or fixing code;Testing 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;I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase
null
null
null
null
null
GitHub Copilot;Google Gemini;v0.dev;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Understadning how to program, infrastructure, and cloud services knowledge in ai agents and LLM APIs
null
6
5,888
5,889
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, back-end
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Fintech
null
No
I have somewhat considered changing my career and/or the industry I work in
12
8
Indonesia
IDR Indonesian rupiah
96,000,000
Yes
C++;Go;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;Rust
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Elixir;F#;OCaml;PowerShell;Rust;Scala;Zig;Gleam
C++;PowerShell;Rust
NA NA
Yes
null
null
null
NA NA
Yes
Bun;Cargo;Chocolatey;Cloudflare;Docker;Make;MSBuild;Ninja;npm;Pacman;Prometheus
Bun;Cargo;Cloudflare;Docker;Google Cloud;Kubernetes;Microsoft Azure;Ninja;Podman
Bun;Cargo;Cloudflare;Docker;Ninja
NA NA
Yes
FastAPI;Node.js;Svelte
Astro;FastAPI;Svelte;Axum
FastAPI;Svelte
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;NixOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File;Notion;Obsidian
Confluence;GitHub;Google Colab
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite
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.;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 want to learn best practices;When I want to compare different solutions
null
5,883
7
5,889
5,890
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly)
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);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
11
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
8
Germany
EUR European Euro
null
Yes
HTML/CSS;JavaScript
C++;HTML/CSS;JavaScript;Rust
HTML/CSS;JavaScript
Lean Lean, Isabelle
No
null
null
null
NA NA
Yes
null
null
null
Github Actions Github Actions
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows;Linux (non-WSL)
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Zulip, custom doc gen Zulip, custom doc gen
Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Zulip Zulip
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
Job board;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, not at all.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Writing high-quality code, working at high levels of abstraction (i.e. coming up with algorithms, large-scale program structures etc), thinking critically about code, maintaining overview over the big picture and mid-/long-term goals
null
null
5,890
5,891
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training
7
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Prohibitive pricing NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
6
5
United States of America
USD United States dollar
92,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;Fortran;Go;Lua;Python;Rust;SQL;TypeScript;Mojo
Bash/Shell (all shells);C;Go;Lua;Python;SQL;TypeScript
NA NA
Yes
BigQuery;PostgreSQL
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Composer;Docker;Google Cloud;Microsoft Azure;Pacman;Pip
Ansible;Cargo;Composer;Docker;Google Cloud;Kubernetes;Make;npm;Pacman;Pip;Terraform
Composer;Docker;Google Cloud;Pacman;Pip
NA NA
Yes
Flask;React;Svelte
Flask;React
Flask;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Neovim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim
Jupyter Notebook/JupyterLab;Neovim
Datagrip NA
Google Gemini
Pydantic;RAG;uv
null
null
null
iOS;Linux (non-WSL);NixOS
Windows;Windows Subsystem for Linux (WSL)
Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Obsidian;Trello;Wikis
Asana;GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Obsidian;Wikis
Asana;GitHub;GitLab;Google Workspace;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Testing 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
Sometimes. Primarily for generating a lot of boilerplate or redundant code (e.g. setting up or reformatting test cases)
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
General problem solving and critical thinking skills. Being able to internalize the business problems you’re trying to solve.
92,000
8
5,891
5,892
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Books / Physical media
35
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Romania
RON Romanian leu
198,000
Yes
C;C++;HTML/CSS;JavaScript;PowerShell;Python;Ruby;SQL
C;C++;HTML/CSS;JavaScript;Lisp;Python;Ruby;SQL;Swift
C;C++;HTML/CSS;JavaScript;Python;Ruby;SQL
NA NA
Yes
MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Heroku;Homebrew
Amazon Web Services (AWS);Cloudflare;Docker;Heroku;Homebrew
Amazon Web Services (AWS);Cloudflare;Docker;Heroku;Homebrew
NA NA
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Claude Code;Eclipse;Neovim;Visual Studio Code
Claude Code;Eclipse;Neovim;Visual Studio Code;Xcode
Claude Code;Eclipse;Neovim;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;MacOS
MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose 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 per month or monthly
Long-form articles;Coding challenges;Logic games/puzzles;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
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;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
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
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
I have no idea - the domain changes too fast.
45,490
8
5,892
5,893
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
27
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
43
Product manager
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
6
null
New Zealand
NZD New Zealand dollar
220,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;TypeScript
NA NA
Yes
Dynamodb
Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Gradle;Kubernetes;npm;Pip;Podman;Prometheus;Terraform;Vite;Yarn
Amazon Web Services (AWS);Docker;npm;Yarn
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code
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
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 learn best practices;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
Solving problems by connecting unrelated ideas.
132,518
8
5,893
5,894
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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)
12
Cloud infrastructure engineer
10,000 or more 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
Software Development
You like your manager NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
4
United States of America
USD United States dollar
360,000
Yes
Bash/Shell (all shells);C;C++;GDScript;Go;Java;Python;Rust;SQL;TypeScript
Python;Rust
Python;Rust
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;Redis;Amazon Redshift;Valkey
Dynamodb;PostgreSQL;Valkey
Dynamodb;PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Pip;Poetry;Railway;Splunk;Terraform
Amazon Web Services (AWS);Cargo;Datadog;Docker;Microsoft Azure;Pip;Splunk
Amazon Web Services (AWS);Cargo;Datadog;Docker;Microsoft Azure;Pip;Splunk
NA NA
Yes
Django;FastAPI;Flask;Ruby on Rails
Django;FastAPI;Flask;Svelte;Axum
Django;FastAPI;Flask
NA Actix Leptos
Yes
Android Studio;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;WebStorm;Xcode
Cursor;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;WebStorm
Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;WebStorm
goland NA
Pydantic;uv
Pydantic;uv
Pydantic;uv
null
null
Windows;MacOS
Windows;MacOS;Ubuntu;Debian;Linux (non-WSL);Red Hat
GitHub;GitLab;Jira;Markdown File;Stack Overflow for Teams
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
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
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
Yes
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
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Direct messaging of users;Job board;Other (write in):
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Testing code;Predictive analytics;Generating content or synthetic data
Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
This is a joke, right?
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
All the same skills that are valuable today, just to a different degree.
360,000
7
5,894
5,895
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
Engaged in paid work (20-29 hours per week)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
12
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Energy
Control over the level of quality in projects NA
No
I have transitioned into a new career and/or industry voluntarily
11
5
France
EUR European Euro
75,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Fastify;NestJS;Node.js;React
Express;Fastify;Next.js;Node.js;React
Express;Fastify;Node.js;React
NA NA
Yes
Nano;Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub;Jira;Markdown File;Obsidian
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Slack (public channels, not work);YouTube
YouTube
YouTube
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models
Mistral AI models;openAI GPT (chatbot models)
Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Writing code
Project planning;Predictive analytics;Generating content or synthetic data
null
Documenting code;Testing code;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
I haven’t encountered any problems
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Cybersecurity
Vector databases for AI applications
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
pgvector
null
null
n8n
null
null
ChatGPT;GitHub Copilot;Perplexity
null
I don’t think I’ll need help from people anymore
UX
87,011
8
5,895
5,896
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)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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);Blogs or podcasts
20
Architect, software or solutions
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Transportation, or Supply Chain
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
2
United States of America
USD United States dollar
350,000
Yes
SQL;TypeScript;VBA;Visual Basic (.Net)
null
null
MS Power Platform NA
Yes
Microsoft Access;Microsoft SQL Server;PostgreSQL
null
null
Dataverse NA
Yes
Docker;Microsoft Azure;NuGet;Podman
null
null
NA NA
Yes
Angular;ASP.NET;jQuery;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
null
null
NA NA
Microsoft Fabric
null
null
null
null
Windows;Red Hat
null
Azure Devops;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;X;YouTube;Medium;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Deployment and monitoring;Generating content or synthetic data
Writing code;Documenting code;Testing code;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
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
Critical thinking and reasoning
350,000
6
5,896
5,897
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
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;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
4
Brazil
BRL Brazilian real
null
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;Java
C#
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL
Elasticsearch;MongoDB;PostgreSQL;Valkey
MongoDB
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet;Vercel;Vite
Amazon Web Services (AWS);Pacman
null
NA NA
Yes
ASP.NET;ASP.NET Core;Express;Node.js;React
ASP.NET Core;Spring Boot
ASP.NET Core
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Neovim;Rider;Zed
Rider
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
.NET 8 or higher
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;Markdown File
GitHub;Obsidian
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Logic games/puzzles;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
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Unsure
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
Testing code;Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning
I don’t use AI tools regularly;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.;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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
null
5,897
5,898
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
28
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;GDScript;Go;HTML/CSS;JavaScript;MATLAB;Python
C++;Elixir;Erlang;GDScript;Go;HTML/CSS;Lua;Prolog;Python
C++;GDScript;Go;HTML/CSS;Python
NA NA
Yes
Elasticsearch;MariaDB;PostgreSQL;SQLite
DuckDB;MariaDB;PostgreSQL;SQLite;Valkey
MariaDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Chocolatey;Docker;Make;Pip;Poetry
APT;Cargo;Docker;Make;Pip
APT;Cargo;Docker;Make;Pip
UV, bazel UV, bazel
No
null
null
null
NA NA
Yes
Aider;Cursor;IntelliJ IDEA;Notepad++;PyCharm;Sublime Text;Visual Studio Code
Aider;IntelliJ IDEA;PyCharm;Sublime Text;Visual Studio Code
Aider;IntelliJ IDEA;PyCharm;Sublime Text;Visual Studio Code
NA NA
c++23;Ollama;uv;Ultralytics
c++23;Ollama;uv
c++23;Ollama;uv
null
null
Linux (non-WSL)
Ubuntu
Azure Devops;Confluence;Doxygen;GitHub;GitLab;Markdown File;Miro;Obsidian
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian
Azure Devops;GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Hacker News;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);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics
Documenting code;Deployment and monitoring
null
Search for answers
Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
9
5,898
5,899
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
2
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
null
null
NA NA
Yes
Oracle
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
GWT Angular, react
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
null
Windows
null
null
null
NA NA
Dev.to
null
null
NA NA
Yes
openAI GPT (chatbot models)
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.);Chat (bot/AI)
Ask a question NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code
Project planning
Debugging or fixing code;Deployment and monitoring
Committing and reviewing code;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
Snyk
null
ChatGPT;GitHub Copilot;Tabnine
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
null
null
7
5,899
5,900
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
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase 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
7
3
Colombia
USD United States dollar
2,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C#;Java;Rust
null
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cassandra;Cosmos DB;Databricks SQL;IBM DB2;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Datadog;Docker;IBM Cloud;npm;Pip;Prometheus;Vercel;Yarn
null
null
NA NA
Yes
Angular;AngularJS;Django;Express;FastAPI;Flask;jQuery;Laravel;NestJS;Node.js;React
ASP.NET;ASP.NET Core;Astro;Fastify;Spring Boot
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PhpStorm;PyCharm;Visual Studio Code;WebStorm
null
null
NA NA
Tailwind CSS 4
Shadcn/ui
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning
Writing code;Deployment and monitoring
null
Debugging or fixing code;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
No, that concept should not exist.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Soft Skills
2,000
10