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15,300
15,301
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
14
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
19
Developer, back-end
null
null
null
No
Personal Project
Costs are manageable NA
Other (please specify): forcing ai features
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
2
Finland
EUR European Euro
84,000
Yes
Bash/Shell (all shells);C;C++;Rust;SQL
GDScript;Rust
Rust
NA NA
Yes
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
NA surrealdb, spacetimedb
Yes
Cargo;Docker;Google Cloud;Kubernetes
Cargo;Podman
Cargo
NA NA
Yes
Axum
Axum
Axum
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Pop!_OS
Ubuntu;Pop!_OS
Confluence;Jira;Markdown File;Obsidian
GitLab;Markdown File;Obsidian;Wikis
Markdown File;Obsidian
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;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
No, and I don't plan to
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
null
97,452
8
15,301
15,302
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
38
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Books / Physical media
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,302
15,303
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.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
15
Architect, software or solutions
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
null
United States of America
USD United States dollar
250,000
Yes
HTML/CSS;Java;JavaScript;Perl;Python;SQL
C;Go;Kotlin;Python;Rust;TypeScript
Python
NA NA
Yes
Dynamodb;Elasticsearch;Oracle;PostgreSQL;Snowflake
InfluxDB;Neo4J;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Maven (build tool);Prometheus
Bun;Datadog;Docker;Firebase;Google Cloud;Kubernetes;Maven (build tool);Prometheus;Vite
Datadog;Docker;Maven (build tool);Prometheus
NA NA
Yes
React;Spring Boot
React;Spring Boot;Svelte
React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Windsurf
IntelliJ IDEA;Windsurf
IntelliJ IDEA;Windsurf
NA NA
null
null
null
null
null
MacOS
MacOS;Linux (non-WSL)
Confluence;Jira;Obsidian
Markdown File;Obsidian
Obsidian
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Creating or maintaining documentation
Project planning;Debugging or fixing code;Predictive analytics
Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Learning new concepts or technologies
Learning about a codebase;Search for answers;Generating content or synthetic data
I haven’t encountered any problems
yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications
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 improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
CrewAI;LangChain;Smolagents
null
null
null
null
windsurf
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
Translating realtime business requirements into prompts
250,000
6
15,303
15,304
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Stack Overflow or Stack Exchange
8
Applied scientist
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Banking/Financial Services
null
No
I have neither consider or transitioned into a new career or industry
10
5
United States of America
USD United States dollar
250,000
Yes
Python;R;SQL
null
null
NA NA
Yes
Snowflake;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
PyCharm;Sublime Text;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Jira;Markdown File;Microsoft Planner
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
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;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics
Committing and reviewing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
The ability to think holistically about systems. The ability to solve the human problems of development
250,000
null
15,304
15,305
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
9
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
null
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Finland
EUR European Euro
5,200
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Poetry;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;FastAPI;Node.js;React;Vue.js
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Pydantic
null
null
null
null
Windows
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Neutral
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
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
Committing and reviewing code
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Finding and using information, problem solving, designing and planning
6,033
null
15,305
15,306
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);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
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
7
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
3
Germany
EUR European Euro
55,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
Airtables NA
Yes
Bun;Docker;Google Cloud;Vite
Bun;Docker;Firebase;Gradle;Vite
Bun;Docker;Vite
uv uv
Yes
FastAPI;Vue.js
FastAPI;Vue.js
FastAPI;Vue.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Pydantic;Google Gemini;uv
Pydantic;RAG;Microsoft Fabric;Google Gemini;uv
Pydantic;Google Gemini;uv
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL);Debian
Airtable;GitHub;GitLab;Obsidian
Airtable;GitHub;GitLab;Obsidian
Airtable;GitHub;GitLab;Obsidian
Joplin Joplin
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Job board;Chat (bot/AI)
Answer a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Generating content or synthetic data
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Testing code
Learning about a codebase;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
For throw-away stuff and smaller tasks, yes
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
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Familiarity with tooling, knowledge of how to operate coding tools (IDEs, Gitlab / Github, understanding computer science vocabulary, knowing security standards, maintaining AI slop code)
63,808
7
15,306
15,307
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.);Volunteering (regularly)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
19
DevOps engineer or professional
10,000 or more 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
Costs are manageable NA
Poor usability NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
20
25
Germany
EUR European Euro
75,000
Yes
Groovy;Java;PowerShell;Python;SQL
Java;MicroPython;Python;Rust
Java;Python
ansible, markdown ansible, markdown
Yes
Elasticsearch;Oracle;PostgreSQL
DuckDB
null
NA NA
Yes
Ansible;Docker;Maven (build tool);npm;Pip
Ansible;Docker;Pip
Ansible;Docker;Pip
NA NA
Yes
null
null
null
BSI CRM, Eclipse Scout NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Debian
Windows;Ubuntu;Linux (non-WSL)
Confluence;GitLab;Jira;Miro;Obsidian
Confluence;GitLab;Jira;Miro;Obsidian
Confluence;GitLab;Jira;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Direct messaging of users
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Deployment and monitoring
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No I don't vibe code
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Understanding and interpreting Information from AIs
87,011
6
15,307
15,308
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
45
Developer, full-stack
null
null
null
null
Personal Project
Costs are manageable NA
Ethical concerns NA
null
Competitive pay and benefits NA
null
null
null
4
United States of America
USD United States dollar
null
Yes
HTML/CSS;JavaScript
Go;HTML/CSS;JavaScript
HTML/CSS;JavaScript
NA NA
Yes
Firebase Realtime Database;MongoDB
Firebase Realtime Database;MongoDB;SQLite;Valkey
Firebase Realtime Database;MongoDB
NA NA
Yes
Bun;Cloudflare;Firebase;Netlify;npm;Vercel;Vite;Yarn
Bun;Cloudflare;Firebase;npm;Vite
Bun;Cloudflare;Firebase;npm;Vite
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
Mantine Mantine
Yes
Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
Mantine
Mantine
MacOS;iOS;iPadOS
null
GitHub;Markdown File
GitHub;Markdown File;Obsidian
GitHub;Markdown File
Nextra Docusaurus
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work);YouTube;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work);YouTube;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work);YouTube;Substack;Medium
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
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
null
No, and I don't plan to
Indifferent
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
null
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
null
10
15,308
15,309
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
53
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
56
Developer, back-end
null
null
null
No
Personal Project
Other (please specify): Productivity
Inefficient or time-costly 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
3
2
France
EUR European Euro
null
Yes
Bash/Shell (all shells);C++;Delphi;HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);C++;Delphi;F#;Go;HTML/CSS;Java;JavaScript;Kotlin;Rust;TypeScript
Bash/Shell (all shells);C++;Delphi;HTML/CSS;JavaScript;TypeScript
Pascal NA
Yes
MongoDB
MongoDB;PostgreSQL
MongoDB
SIBAS NA
Yes
Docker;Make;npm
Docker;npm
Docker;npm
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;Jira
GitHub
GitHub
NA NA
Stack Exchange;LinkedIn
Stack Exchange;GitHub (public projects, not private repos)
Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Testing code;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
No it is not part of my work.
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
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Fixing things that AI has created and someone has changed.
null
8
15,309
15,310
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
9
Data or business analyst
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Good brand and public image NA
Prohibitive pricing NA
Media & Advertising Services
null
Yes
I have transitioned into a new career and/or industry involuntarily
5
5
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,310
15,311
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)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
12
Developer, back-end
100 to 499 employees
Individual contributor
In-person
No
Work
null
null
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
null
Israel
USD United States dollar
144,000
Yes
Bash/Shell (all shells);MicroPython;Python;TypeScript
Bash/Shell (all shells);Python;Rust;TypeScript
Bash/Shell (all shells);Python;TypeScript
NA NA
Yes
Dynamodb
Redis
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;npm;Pip;Podman;Poetry;Vite;Yarn
Amazon Web Services (AWS);Docker;Pip;Podman
Amazon Web Services (AWS);Docker;Pip;Podman
tox tox
Yes
React
React
React
NA NA
Yes
Notepad++;PyCharm;Sublime Text;Vim;Visual Studio Code
PyCharm;Sublime Text;Vim;Visual Studio Code
PyCharm;Sublime Text;Vim;Visual Studio Code
NA NA
Polars
Polars;Pydantic
Polars
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Monday.com
GitHub;Jira
GitHub;Jira
gerrit gerrit
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;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 3 and 5 years
Infrequently, less than once per year
Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code
Documenting code;Creating or maintaining documentation
Writing code;Debugging or fixing code;Search for answers
Other (write in):
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
complex problem solving, big picture architecture and integration
144,000
10
15,311
15,312
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,312
15,313
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
25
Architect, software or solutions
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust
Erlang;HTML/CSS;Lisp;PowerShell;Python;Rust
HTML/CSS;PowerShell;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Ansible;APT;Cargo;Docker;Make;MSBuild;NuGet;Pip;Poetry
Ansible;APT;Cargo;Pip
Ansible;APT;Cargo;Pip
uv uv
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;PyCharm;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;PyCharm;Vim;Visual Studio Code
NA NA
.NET 8 or higher;uv
uv
uv
null
null
Ubuntu;Android;Pop!_OS
Windows
Confluence;GitHub;Jira;Miro;Obsidian;Trello
Confluence;GitHub;Jira;Miro;Obsidian;Trello
Confluence;GitHub;Jira;Miro;Obsidian;Trello
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Hacker News;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
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
7
15,313
15,314
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
7
Developer, desktop or enterprise applications
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
Robust and complete API NA
Ethical concerns NA
Government
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
20
10
United States of America
USD United States dollar
100,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;SQL
Assembly;Bash/Shell (all shells);C;C#;C++;Go;Lua;MicroPython;Python;Swift;TypeScript
Bash/Shell (all shells);C;C++;Go;Python
Influx NA
Yes
InfluxDB;MySQL
InfluxDB;Redis;SQLite
InfluxDB
NA NA
Yes
Docker;npm;Pip;Yarn
Digital Ocean;Docker;npm;Pip;Yarn
Docker;npm;Pip;Yarn
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;iOS
Windows;Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per week
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;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Writing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Creating or maintaining documentation
Search for answers
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Not at all. I still write all of my own things and mainly use AI to help me quickly check syntax or usage of an API
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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Debugging of safety critical code. Integration of systems and updates. Large scale edits.
100,000
7
15,314
15,315
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
26
Developer, mobile
100 to 499 employees
Individual contributor
Remote
No
Work
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
null
null
United States of America
USD United States dollar
191,000
Yes
Groovy;Java;JavaScript;Kotlin
null
null
NA NA
Yes
PostgreSQL;Snowflake;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Sublime Text;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;Android;iOS;ChromeOS
MacOS;Android;iOS
GitHub;Jira;Markdown File;Notion;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Slack (public channels, not work);X;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No it is not
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 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
191,000
8
15,315
15,316
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;School (i.e., University, College, etc)
8
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
5
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,316
15,317
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
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Data or business analyst
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
Customizable and manageable codebase NA
Poor usability NA
Banking/Financial Services
Collaboration and support from a team NA
No
I have strongly considered changing my career and/or the industry I work in
5
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
60,000
Yes
SQL;Swift;VBA;Visual Basic (.Net)
Swift
Swift
NA NA
Yes
Cosmos DB;Microsoft Access;Microsoft SQL Server
BigQuery;IBM DB2;Snowflake
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Microsoft Fabric
null
null
null
null
Windows;Android
null
GitHub;Microsoft Planner
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Logic games/puzzles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Testing code;Search for answers;Other (write in):
null
Documenting code;Committing and reviewing code
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;IT operations;Marketing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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
AI agents have helped me solve complex problems more effectively.
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
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
Letta;mem0
null
IBM watsonx.ai;Amazon Bedrock Agents
null
Galileo;Grafana + Prometheus
null
AgentGPT;Cody
null
When I’m stuck and can’t explain the problem
null
81,685
7
15,317
15,318
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.)
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
15
Developer, mobile
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Poor usability NA
Energy
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Canada
CAD Canadian dollar
140,000
Yes
Kotlin
Swift
null
NA NA
Yes
SQLite
null
null
NA NA
Yes
Firebase;Gradle
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA
null
null
Android Studio NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;Android
GitHub;GitLab
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Search for answers
Writing code
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Other (write in):
No, never used
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
Programming logic, Problem-solving, Coding
102,142
7
15,318
15,319
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.)
Employed
None of the above
16
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
System administrator
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Banking/Financial Services
null
Yes
I have neither consider or transitioned into a new career or industry
1
null
Brazil
BRL Brazilian real
100,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;Python;SQL
VB Script, AutoIt VB Script, AutoIt
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Linux (non-WSL);Red Hat
null
null
null
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards
Answer a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
18,204
null
15,319
15,320
I code primarily as a hobby
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)
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);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
3
Student
5,000 to 9,999 employees
Individual contributor
In-person
No
School
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
1
2
Germany
EUR European Euro
null
Yes
HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
C++;Go
null
NA NA
Yes
Cloud Firestore;MongoDB;PostgreSQL;Redis;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Microsoft Azure;Netlify;New Relic;npm;Pip;Supabase;Vercel;Vite;Webpack
Kubernetes;Yarn
null
NA NA
Yes
Django;Express;FastAPI;Flask;Next.js;Node.js;React
Angular
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Google Colab;Lucid (includes Lucidchart);Markdown File;Notion
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
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 Image generating models;openAI Reasoning models;Perplexity Sonar models
null
null
NA NA
Not sure/can't remember
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
More than half the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
null
Writing code
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
supabase;pgvector
null
Ollama;LangChain
null
Sentry;New Relic
null
ChatGPT;GitHub Copilot;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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
15,320
15,321
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
7
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
50
France
EUR European Euro
null
Yes
Python;Rust
Python;Rust
Python;Rust
Nushell Nushell
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
uv
Ollama;LangGraph;uv
uv
Nushell
Nushell
MacOS;iOS
MacOS;Android
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;YouTube;Twitch
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
Long-form articles;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;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
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code
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
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 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
Thinking and understanding
null
5
15,321
15,322
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
AI CodeGen tools or AI-enabled apps
15
Other (please specify):
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
210,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;React
Express;Next.js;Node.js;React
Next.js;React
NA NA
Yes
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
null
null
MacOS
MacOS
GitHub;Google Workspace;Jira
GitHub;Google Workspace
GitHub;Google Workspace
Slite NA
Stack Overflow;Discord;Slack (public channels, not work);X
Stack Overflow;Discord;X
Stack Overflow;Discord;X
NA NA
Yes
Cohere: Command A;openAI GPT (chatbot models);openAI Image generating models;X Grok models
X Grok models
X Grok models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
null
Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
Yes. We are strongly encouraged to become proficient at this
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
MCP servers
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
ChromaDB
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
windsurf
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication
210,000
5
15,322
15,323
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
30
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
null
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
20
Germany
EUR European Euro
120,000
Yes
C#;C++;Lua
C#
C#
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Red Hat;Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Red Hat;Fedora
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Direct messaging of users;Chat (bot/AI)
null
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
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
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to compare different solutions
fluent english
139,218
null
15,323
15,324
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
35
Developer, back-end
I don’t know
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
12
5
Canada
CAD Canadian dollar
180,000
Yes
C;C#;C++;JavaScript;Python
C;C#
C;C#
NA NA
No
null
null
null
NA NA
Yes
Docker;NuGet
null
null
NA NA
Yes
Node.js;React;WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Debian;Pop!_OS
Windows
Clickup;Confluence;GitHub;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor 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;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics;Generating content or synthetic data
null
I don’t use AI tools regularly;Other (write in):
No. I enjoy coding. I take pride in making maintainable, readable, and robust solutions to problems. I see potential in AI in getting me to an endpoint but it might take away some of the enjoyment.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
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.
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Being able to read the code and understand what it is doing. Being able to do that and then properly fix a problem will be important. I see AI will still have problems figuring out 'context'.
131,325
7
15,324
15,325
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
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);Stack Overflow or Stack Exchange
4
Founder, technology or otherwise
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Fintech
null
No
I have strongly considered changing my career and/or the industry I work in
5
2
Serbia
EUR European Euro
40,000
Yes
Bash/Shell (all shells);JavaScript;PowerShell;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;npm;Vite
null
null
NA NA
Yes
Flask;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim
null
null
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Project planning
Deployment and monitoring;Learning new concepts or technologies
Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
To some degree
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecting
46,406
null
15,325
15,326
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)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media
5
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Inefficient or time-costly NA
Banking/Financial Services
Expert mentors NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C#;C++;Java;JavaScript;MicroPython;PowerShell;Python;SQL;TypeScript
Go;Java;MicroPython;Python;Rust
Java;MicroPython;Python
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code
null
Learning new concepts or technologies
I don’t use AI tools regularly
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
4
15,326
15,327
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,327
15,328
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)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
30
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
250,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Go;MicroPython;Rust
null
NA NA
Yes
Cosmos DB;Databricks SQL;Microsoft SQL Server;MongoDB;Redis
null
null
NA NA
Yes
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Express;Next.js;Node.js;React
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
Microsoft Fabric;Google Gemini
null
null
null
null
Windows;Android
Windows
Azure Devops;GitHub;Stack Overflow for Teams
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
Cohere: Command A;openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Microsoft Phi-4 models;Mistral AI models
null
NA NA
Yes
Less than once per month or monthly
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 daily
Favorable
Somewhat trust
Bad at handling complex tasks
Testing code
Project planning
Learning about a codebase;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Search for answers
null
Other (write in):
No. The models I have used are not yet capable of understanding our rather large code base and design patterns well enough to make it a time saver.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.
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
AI is a tool, much like a hammer. It can be used to build your product but has no understanding of your business objectives and values without being explicitly told. The "soft skills" for product design and development will continue to be the most important skills a technical leader can have.
250,000
1
15,328
15,329
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Colleague or on-the-job training;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;School (i.e., University, College, etc)
1
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
null
Ethical concerns NA
Fintech
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Brazil
BRL Brazilian real
null
Yes
Java;JavaScript;SQL
null
null
15 NA
Yes
Cassandra;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
1 NA
null
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat;Fedora
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Chat (bot/AI)
Answer a question NA
Yes, definitely
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;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
null
Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
My vibe coding is higher.
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Data and analytics
Agent/multi-agent orchestration
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Ollama;LangChain;LangGraph
null
LangSmith
null
ChatGPT;AgentGPT
null
When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
8
15,329
15,330
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
6
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
3
3
India
INR Indian rupee
2,400,000
Yes
Go;Java;JavaScript;SQL
Go;Java;SQL
Go;Java;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Supabase
Elasticsearch;MySQL;Neo4J;PostgreSQL;Redis
Elasticsearch;MySQL;PostgreSQL;Redis
NA NA
Yes
Ansible;Cloudflare;Datadog;Docker;Maven (build tool);npm;Supabase;Terraform
Ansible;Datadog;Docker;Maven (build tool);npm;Terraform
Ansible;Datadog;Docker;Maven (build tool);npm;Terraform
NA NA
Yes
Express;Next.js;Node.js;React;Spring Boot
Express;Node.js;Spring Boot
Express;Node.js;Spring Boot
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
Windows;MacOS
MacOS
GitHub;Jira;Notion;Obsidian
GitHub;Jira;Notion;Obsidian
GitHub;Jira;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
null
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Search for answers
null
Project planning;Testing code
Writing code;Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;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
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers
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.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Perplexity
null
When I want to fully understand something
null
27,898
6
15,330
15,331
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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;Videos (not associated with specific online course or certification);Blogs or podcasts
10
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
10
20
Germany
EUR European Euro
65,000
Yes
Java;Python
Elixir;Java;Python
Java;Python
Markdown Markdown
Yes
MariaDB;Microsoft SQL Server;MySQL
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL
NA NA
Yes
Docker;Maven (build tool);Microsoft Azure;Splunk
Docker;Kubernetes;Maven (build tool);Splunk;Terraform
Docker;Maven (build tool);Splunk
NA NA
Yes
Flask;Spring Boot
Flask;Spring Boot
Flask;Spring Boot
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Sublime Text;Vim;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Sublime Text;Vim;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Sublime Text;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Fedora
MacOS
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
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
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning
Learning about a codebase;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite
No, only code snippets
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama;OpenRouter
null
null
null
ChatGPT;Claude Code;Google Gemini;Cody
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Communication skills with other humans
75,410
8
15,331
15,332
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
10
Developer, full-stack
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,332
15,333
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
3
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
null
Manufacturing
null
No
I have transitioned into a new career and/or industry voluntarily
null
7
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Lua;MicroPython;PHP;Python;Rust;SQL;Swift;TypeScript
C;Rust;Mojo
Rust
NA NA
Yes
MariaDB;Microsoft SQL Server;PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Vue.js
null
null
Egui wasm NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL);Fedora
null
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
Rustdoc NA
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
I don't use Stack Overflow
null
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
No, not at all
null
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Splitting complex tasks
null
null
15,333
15,334
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.);Volunteering (regularly)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media
16
Architect, software or solutions
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
null
Prohibitive pricing NA
Computer Systems Design and Services
Expert mentors NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
20
10
India
INR Indian rupee
null
Yes
Assembly;C;C++;Go;Java;Lua;Perl;Python
C;C++;Lua;Python;R;Rust
C;C++;Lua;Python
NA NA
Yes
MySQL;SQLite
MongoDB;SQLite
SQLite
NA NA
Yes
Cargo;Docker;Make;MSBuild;Ninja;npm;Pip;Podman;Yarn
Ansible;Cargo;Docker;Homebrew;Ninja;npm;Pip;Podman;Yarn
Cargo;Docker;Ninja;npm;Pip;Podman;Yarn
NA NA
Yes
Django;FastAPI;Flask;Node.js;React
Django;FastAPI;Flask;Node.js;React
Django;FastAPI;Flask;Node.js;React
NA NA
Yes
Android Studio;Eclipse;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium
Eclipse;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code;VSCodium
Eclipse;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code;VSCodium
NA NA
Polars;Large Language Model
c++23;Polars;Google Gemini;Ollama;uv
Polars
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat;Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat
Confluence;Doxygen;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Redmine;Stack Overflow for Teams;Wikis
Confluence;Doxygen;Jira;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian;Wikis
Confluence;Doxygen;Jira;Lucid (includes Lucidchart);Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code;Committing and reviewing code
Writing code;Deployment and monitoring;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
null
null
9
15,334
15,335
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
20
Architect, software or solutions
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,335
15,336
I used to be a developer by profession, but no longer am
65 years or older
Associate degree (A.A., A.S., etc.)
Retired
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
40
Retired
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
null
null
null
6
United States of America
USD United States dollar
null
Yes
C#;PowerShell;Python;VBA
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio
null
null
Copilot NA
.NET 8 or higher
null
null
null
null
Windows;Android
null
GitHub
null
null
Visual Studio NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
creativity
null
null
15,336
15,337
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)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
17
Data engineer
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
17
Colombia
COP Colombian peso
60,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;PHP;PowerShell;Python;SQL;TypeScript
Go;MicroPython
null
DAX NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
Cosmos DB;Databricks SQL;PostgreSQL;Amazon Redshift
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Microsoft Azure;Webpack
Cloudflare
null
NA NA
Yes
Angular;jQuery;React
Astro;Deno;FastAPI
null
NA NA
Yes
Visual Studio;Visual Studio Code
PhpStorm
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu;Android;Red Hat
Airtable;Azure Devops;GitHub;GitLab;Google Workspace
Miro
null
NA NA
Stack Overflow;YouTube;Twitch
Discord;Hacker News
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models)
null
NA NA
No
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
Videos;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,681
5
15,337
15,338
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
6
Student
null
null
null
null
School
Reputation for quality NA
Security or privacy concerns NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
7
7
United States of America
USD United States dollar
0
Yes
Assembly;Bash/Shell (all shells);C;C++;Delphi;Go;HTML/CSS;Java;JavaScript;Prolog;Python;SQL;Swift;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Prolog;Python;Rust;SQL;Swift;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Prolog;Python;SQL;Swift;TypeScript
Haskell, FORTH Haskell
Yes
Firebase Realtime Database;MongoDB;MySQL;Neo4J;PostgreSQL
Firebase Realtime Database;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite
Firebase Realtime Database;MongoDB;MySQL;Neo4J;PostgreSQL
NA NA
null
Gradle;Homebrew;Maven (build tool);npm;Pip;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Maven (build tool);Netlify;npm;Pip;Supabase;Vercel;Vite
Gradle;Homebrew;Maven (build tool);npm;Pip;Vercel;Vite
NA NA
Yes
NestJS;Next.js;Node.js;React
Deno;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte
NestJS;Next.js;Node.js;React
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio Code;Windsurf;Xcode
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio Code;Windsurf;Xcode
Cursor;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio Code;Windsurf;Xcode
NA NA
c++23;Tailwind CSS 4;Large Language Model;SwiftData;Google Gemini
c++23;Tailwind CSS 4;hostinger;Large Language Model;SwiftData;RAG;Google Gemini;Ollama;LangGraph;Ultralytics;visionOS
c++23;Tailwind CSS 4;Large Language Model;SwiftData;Google Gemini
null
null
MacOS;iOS;iPadOS
MacOS
GitHub;Google Colab;Markdown File;Miro;Notion;Obsidian
GitHub;Google Colab;Markdown File;Notion;Obsidian
GitHub;Google Colab;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);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);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Testing code;Search for answers;Creating or maintaining documentation
Committing and reviewing code;Predictive analytics
null
Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
Yes, it very much is. I think people should try to understand all the code written by AI instead of blindly accepting everything it spits out.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;Agent/multi-agent orchestration;MCP servers
AI agents have increased my productivity.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
It takes significant time and effort to learn how to use AI agents effectively.
Neo4j;ChromaDB;pgvector
null
Zapier
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;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 need help fixing complex or unfamiliar code
Original thinking Creative thinking Critical thinking and Reasoning
null
null
15,338
15,339
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
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)
30
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
10
10
United States of America
USD United States dollar
null
Yes
null
null
null
Raku Raku
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Direct messaging of users
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code
null
null
null
null
null
no
Yes, I use AI agents at work weekly
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
15,339
15,340
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)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
Technical documentation (is generated for/by the tool or system)
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Poor usability NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
8
4
Switzerland
CHF Swiss franc
69,216
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;InfluxDB;MariaDB;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite;Supabase;Clickhouse;Cockroachdb;Valkey
Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA TimescaleDB
Yes
Ansible;APT;Bun;Cloudflare;Composer;Docker;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;Poetry;Terraform;Vite;Webpack;Yarn
Ansible;APT;Bun;Cloudflare;Composer;Docker;Kubernetes;Make;Netlify;npm;Pacman;Pip;pnpm;Poetry;Prometheus;Supabase;Terraform;Vite
Ansible;APT;Bun;Cloudflare;Composer;Docker;Kubernetes;Make;npm;Pacman;Pip;Poetry;Terraform;Vite
Bun NA
Yes
Angular;Astro;jQuery;Laravel;Nuxt.js;Symfony;Vue.js
Angular;Astro;Django;Drupal;Svelte;Symfony;Vue.js;WordPress
Angular;Astro;Symfony;Vue.js
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio Code
Cursor;Notepad++;PhpStorm;Vim;Visual Studio Code;Windsurf
Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Asana;GitHub;GitLab;Markdown File;Miro;Trello;Wikis
Confluence;GitHub;GitLab;Markdown File;Miro;Wikis
GitHub;GitLab;Markdown File;Miro;Wikis
SharePoint NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
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
Generating content or synthetic data
Learning about a codebase;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Writing code;Debugging or fixing code;Testing code
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Nope
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
85,823
7
15,340
15,341
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
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;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);Videos (not associated with specific online course or certification)
20
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Other (please specify): AI-first when it has nothing to do there
Transportation, or Supply Chain
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
10
5
France
EUR European Euro
70,000
Yes
Bash/Shell (all shells);Groovy;Java;Rust
Bash/Shell (all shells);Groovy;Java;Kotlin;Rust
Bash/Shell (all shells);Groovy;Java;Rust
NA NA
No
null
null
null
NA NA
Yes
Cargo;Docker;Gradle;Make;Podman
Ansible;Cargo;Gradle;Kubernetes;Make;Podman
Cargo;Gradle;Make;Podman
gradle gradle
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;Visual Studio Code
IntelliJ IDEA;Neovim;Notepad++
IntelliJ IDEA;Neovim;Notepad++
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitLab
GitLab
IBM EWM NA
Stack Overflow;Stack Exchange;Reddit;Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;Twitch
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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
lol, no
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
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
AutoGen (Microsoft)
null
Grafana + Prometheus
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
The same as today: problem solving, understanding the bigger picture of a project, understanding the minutia of the language and codebase. IA will not change this.
81,210
9
15,341
15,342
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
37
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
15
5
Switzerland
CHF Swiss franc
170,000
Yes
Bash/Shell (all shells);Go;Java;JavaScript;PowerShell;Python;TypeScript
Bash/Shell (all shells);Go;Java;JavaScript;TypeScript
Bash/Shell (all shells);Go;Java;JavaScript;TypeScript
NA NA
Yes
H2;PostgreSQL
H2;PostgreSQL
H2;PostgreSQL
NA NA
Yes
Ansible;Chocolatey;Gradle;Maven (build tool);Microsoft Azure;npm;Pip;Podman;Vite;Yarn
Chocolatey;Maven (build tool);npm;Podman;Vite;Yarn
Chocolatey;Maven (build tool);npm;Podman;Vite;Yarn
NA NA
Yes
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
NA NA
Yes
Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
NA NA
Ollama
Ollama;LangGraph
Ollama
null
null
Windows
Windows;Linux (non-WSL)
Confluence;GitLab;Wikis
Confluence;GitLab;Wikis
Confluence;GitLab;Wikis
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
Mastodon Mastodon
Yes
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
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 distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Testing code
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Absolutely not! I use AI to get hints, ideas, but I don't let it write bigger portions of code. I am responsible for the code, and I want to understand it and stand behind it.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Customer service support
Multi-platform search enablement
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Ollama;LangChain
null
Grafana + Prometheus
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Understanding code, creating creative solutions.
210,788
8
15,342
15,343
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
20
Academic researcher
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Other:
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
8
7
Germany
EUR European Euro
70,000
Yes
Bash/Shell (all shells);C++;PowerShell;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitLab;Redmine;Wikis
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Chat (bot/AI)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Very well at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Robotics
null
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have 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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
Planning and reviewing. Inventing new solutions.
81,210
7
15,343
15,344
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, back-end
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
5
Germany
EUR European Euro
17,280
Yes
C#;Elixir;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
C#;Elixir;HTML/CSS;Java;JavaScript;PowerShell;SQL
C#;Elixir;HTML/CSS;Java;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Cosmos DB;Dynamodb;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Microsoft SQL Server;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Docker;Gradle;Kubernetes;Microsoft Azure;MSBuild;Netlify;npm;NuGet;Pip
APT;Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;Netlify;npm;NuGet;Webpack
APT;Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;Netlify;npm;NuGet
NA NA
Yes
ASP.NET Core;Blazor;jQuery;Phoenix
ASP.NET Core;Blazor;Phoenix
ASP.NET Core;Blazor;Phoenix
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers
Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I've been hearing this term a lot lately. I would say that a professional developer who uses those LLMs to take care of repetitive, mundane tasks is totally fine, since this person can actually code and check the output that the LLM generates for correctness. But "vibe coding" without an actual coding experience is just a recipe for disaster.
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
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 learn best practices;When I have ethical or security concerns about code
Maybe the ability to understand and design complex systems? I am not sure
20,047
null
15,344
15,345
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)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
13
Engineering manager
500 to 999 employees
People manager
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Availability of better alternatives NA
Transportation, or Supply Chain
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
Côte d'Ivoire
XOF West African CFA franc
20,400,000
Yes
C#;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;InfluxDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;InfluxDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Ansible;Chocolatey;Docker;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Pip;Vite
Ansible;Chocolatey;Docker;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Pip;Vite
Ansible;Chocolatey;Docker;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Pip;Vite
NA NA
Yes
Angular;jQuery;Node.js;Spring Boot
Angular;jQuery;Node.js;Spring Boot
Angular;jQuery;Node.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code;WebStorm
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat;Fedora
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation
Writing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
36,089
2
15,345
15,346
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
25
System administrator
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project Absolutely stellar documentatiuon and support
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
6
2
Czech Republic
CZK Czech koruna
null
Yes
Bash/Shell (all shells);Go;PHP;Python;SQL
Bash/Shell (all shells);Go;PHP;Python;SQL
Bash/Shell (all shells);Go;PHP;Python;SQL
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis
Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis
Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis
NA NA
Yes
Ansible;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Make;Pip;Prometheus
Ansible;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Make;Pip;Prometheus
Ansible;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Make;Pip;Prometheus
NA NA
No
null
null
null
NA NA
Yes
Nano;Neovim;PhpStorm;PyCharm;Sublime Text;Vim
Nano;Neovim;PhpStorm;PyCharm;Sublime Text;Vim
Nano;Neovim;PhpStorm;PyCharm;Sublime Text;Vim
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Red Hat
Windows;Windows Subsystem for Linux (WSL);Debian;Red Hat
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very well at handling complex tasks
Learning about a codebase;Testing code;Search for answers
null
null
Writing code
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.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
null
15,346
15,347
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
null
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
28
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
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Hungary
HUF Hungarian forint
12,000,000
Yes
Go;HTML/CSS;JavaScript;PHP;SQL
Go;HTML/CSS;JavaScript;SQL
Go;HTML/CSS;JavaScript;SQL
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;Redis
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;MariaDB;MySQL;Redis
NA NA
Yes
Composer;Docker;pnpm;Vite;Webpack;Yarn
Docker;Kubernetes;pnpm;Vite;Yarn
Docker;pnpm;Vite;Yarn
NA NA
Yes
Laravel;Svelte
Svelte
Svelte
NA NA
Yes
Notepad++;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
Project planning;Predictive analytics
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;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;I’ve become less confident in my own problem-solving
no it isn't
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Integration with external agents and APIs
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 automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions
deep understanding of how the code works
34,700
8
15,347
15,348
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
35
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
null
null
null
null
United States of America
USD United States dollar
null
Yes
Lua;Python
Python;Rust
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;PyCharm
Cursor;PyCharm
Cursor;PyCharm
NA NA
null
null
null
null
null
Windows
null
GitHub
GitHub
GitHub
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 month or weekly
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
Project planning;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;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
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
null
null
null
15,348
15,349
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges;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
10
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Ethical concerns Forced AI
null
null
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++;Go;JavaScript;Lisp;Lua;OCaml;Python;Rust;SQL
Assembly;Bash/Shell (all shells);C;Go;Lisp;Rust
Assembly;Bash/Shell (all shells);C;Go;Lisp;Rust
Odin, Lean 4, Haskell Odin, Lean 4, Haskell
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian;Linux (non-WSL);NixOS
Ubuntu;Debian;Linux (non-WSL);NixOS
GitHub;Google Colab;Markdown File;Wikis
GitLab;Markdown File;Wikis
Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
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
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
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 believe all general skills (i.e. not specific to a framework/language) that were valuable 5 years ago will be valuable 5 years from now. I believe the new skill of spotting and fixing/removing AI generated code will become valuable.
null
null
15,349
15,350
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Books / Physical media
15
Senior executive (C-suite, VP, etc.)
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Government
null
No
I have strongly considered changing my career and/or the industry I work in
3
3
Chile
CLP Chilean peso
36,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;R
C++;Go;JavaScript;R
JavaScript;R
NA Julia
No
null
null
null
NA NA
Yes
Google Cloud;Make
Google Cloud;Make
Google Cloud;Make
CRAN NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Arch
Windows
Doxygen;GitHub
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Data structures and algorithms
38,171
null
15,350
15,351
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (part-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
9
Developer, back-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Inefficient or time-costly NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
3
5
Austria
EUR European Euro
30,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Perl;Python;SQL
Elixir;Erlang;Lua;Rust
null
NA NA
Yes
Elasticsearch;InfluxDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
Neo4J
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Docker;Gradle;Make;Maven (build tool);Podman
Ansible;Ninja
null
Puppet NA
Yes
FastAPI;Flask;Spring Boot
null
null
Plack NA
Yes
Eclipse;IntelliJ IDEA;Vim;VSCodium
null
null
Emacs NA
null
null
null
null
null
Debian
Debian
Jira;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
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
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, it often leads to unreliable results and is more time consuming to get code working.
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
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
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
problem solving and distilling the problem aspects
34,804
9
15,351
15,352
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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)
25
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
6
Argentina
USD United States dollar
20,000
Yes
Go;HTML/CSS;JavaScript;Lua;Python;Ruby;Rust;SQL;TypeScript
Elixir;Erlang;Lisp
null
NA clojure
Yes
Dynamodb;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cassandra;InfluxDB;Neo4J;Supabase;Valkey
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Heroku;Homebrew;Make;New Relic;npm;Pip;Splunk;Terraform
Digital Ocean;Firebase;Google Cloud;Kubernetes;Microsoft Azure;Prometheus;Supabase
null
NA NA
Yes
Express;jQuery;Node.js;Ruby on Rails
Next.js;React;Vue.js;Axum
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Cursor
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS
MacOS;Ubuntu
Confluence;GitHub;Jira;Markdown File;Redmine;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Discord;Reddit
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
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Neutral
Less than half of the time
No, but I plan to soon
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Writing code;Testing code
Search for answers
AI solutions that are almost right, but not quite
no, but it will
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.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I 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
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
architecting solutions
20,000
7
15,352
15,353
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
18
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Prohibitive pricing NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
5
15
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;Python;SQL;TypeScript
Go;PHP;Rust
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
Cassandra;MongoDB;Oracle;PostgreSQL;Redis;SQLite
null
NA NA
Yes
Chocolatey;Homebrew
Ansible;Composer;Docker;npm;pnpm;Vite
null
Linode NA
Yes
Angular;ASP.NET Core
Django;Laravel;React;WordPress
null
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
PhpStorm;PyCharm;WebStorm
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS
Windows;Ubuntu
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Unsure
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes, to the extend that I use it to get an initial solution to a problem I'm not familiar with how to solve (available algorithms, what structures to use, scalability, etc.). However, I don't use code I don't understand how it works. I use it as a starting point as the number to libraries are vast for anyone to know them all or which ones fit best. When I want reassurance, I consult forums where real programmers talk about the approach suggested by the AI.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Architecture and integration. Wholistic view of processes. Explaining solution fitness (from a technical and economic sense).
null
null
15,353
15,354
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Competitive pay and benefits Remote work
No
I have transitioned into a new career and/or industry voluntarily
2
null
United States of America
USD United States dollar
null
Yes
Java;Python;TypeScript
Java;SQL;TypeScript
Java;TypeScript
NA NA
Yes
Dynamodb
Dynamodb;Elasticsearch;PostgreSQL;Redis
Dynamodb
NA NA
Yes
Docker;Homebrew;Make;Maven (build tool);npm;Vite;Webpack
null
null
NA NA
Yes
Node.js;React;Spring Boot
React
React
NA NA
No
null
null
null
NA NA
Pydantic;LangGraph
Pydantic
Pydantic
null
null
Windows
MacOS;Linux (non-WSL)
GitLab
GitLab
GitLab
NA NA
Stack Overflow;YouTube
Stack Overflow;Discord
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
No, not really
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
Absolutely not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
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;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
0
15,354
15,355
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;Engaged in paid work (20-29 hours per week)
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
14
DevOps engineer or professional
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project Independence, SelfHostable
Lack of AI or AI agents NA
Fintech
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
6
4
Switzerland
CHF Swiss franc
110,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite;Pocketbase
MongoDB;PostgreSQL;Redis;Pocketbase;Valkey
MongoDB;PostgreSQL;Redis;Pocketbase
NA NA
Yes
APT;Docker;Kubernetes;npm;Pip;Podman;Prometheus;Yarn
APT;Docker;Kubernetes;npm;Pip;Podman;Prometheus;Terraform
APT;Docker;Kubernetes;npm;Pip;Podman;Prometheus
CDK,Pulumi CDK
Yes
Angular;Astro;Express;Fastify;NestJS;Node.js
Angular;Astro;Deno;Express;Fastify;NestJS;Node.js
Angular;Astro;Express;Fastify;NestJS;Node.js
SolidJS SolidJS
Yes
Vim;Visual Studio Code;Zed
Vim;Visual Studio Code;Zed
Vim;Visual Studio Code;Zed
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;Ubuntu;Arch
Ubuntu
GitHub;Markdown File;Miro
GitHub;Markdown File;Miro
GitHub;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Creating or maintaining documentation
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics;Marketing
Language processing;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I want to learn best practices;When I have ethical or security concerns about code;Other (please specify):
Architecture of a solution and over all competence. You have to understand the big picture of an application, business needs or product to evaluate the correct tools, frameworks and architecture patterns.
136,392
9
15,355
15,356
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
null
United States of America
USD United States dollar
100,000
Yes
C#;JavaScript;PowerShell;TypeScript
C#;JavaScript;PowerShell;TypeScript
C#;JavaScript;PowerShell;TypeScript
NA NA
Yes
Microsoft SQL Server;Oracle
Microsoft SQL Server;Oracle
Microsoft SQL Server;Oracle
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
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
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
100,000
9
15,356
15,357
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
15
null
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Cosmos DB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Cosmos DB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
NA NA
Yes
Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js
ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;React
ASP.NET;ASP.NET Core;jQuery;Node.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Windsurf
Claude Code;Cursor;Notepad++;Visual Studio;Visual Studio Code;Windsurf
Notepad++;Visual Studio;Visual Studio Code;Windsurf
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model;Google Gemini;Ollama
.NET 8 or higher
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File;Obsidian;Stack Overflow for Teams
Azure Devops;GitHub;Markdown File;Obsidian;Stack Overflow for Teams
Azure Devops;GitHub;Markdown File;Obsidian;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Meta Llama (all models)
DeepSeek (V- General purpose models);Meta Llama (all models)
DeepSeek (V- General purpose models);Meta Llama (all models)
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Message Boards;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Creating or maintaining documentation
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No it's not. I come up with how the solution should work and allow the AI to generate boilerplate code or help me when I get stuck with how an api works.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
We'll still need to understand the code the AI generates and guide it. We'll come up with the overarching project design and how services will interact.
150,000
9
15,357
15,358
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
14
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
Work
Other (please specify): An easy way to get off of it
Availability of better alternatives 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
null
Germany
EUR European Euro
72,312
Yes
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Java
Java
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);Microsoft Azure;MSBuild;npm;Vite;Yarn
Amazon Web Services (AWS);Maven (build tool);Microsoft Azure
Amazon Web Services (AWS);Maven (build tool);Microsoft Azure
NA NA
Yes
Node.js;React
null
null
JSF NA
Yes
Android Studio;Cline and/or Roo;IntelliJ IDEA;Notepad++;Sublime Text;Visual Studio;Visual Studio Code
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
NA NA
Google Gemini
null
null
null
null
Windows;iOS;iPadOS
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;Jira
null
null
Bitbucket NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Testing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is not part of my workflow, I use AI to fill in the gaps in my knowledge quickly or to draft out small functions which I rarely ever copy but only take as inspiration for writing new code.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
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.
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 compare different solutions;When I need help fixing complex or unfamiliar code
Reducing the code to the minimum necessary to solve the tasks while keeping in mind a lot of the corner cases that could occur
83,893
6
15,358
15,359
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
17
Other (please specify):
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
12
3
Sweden
SEK Swedish krona
60,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go
null
NA NA
Yes
BigQuery;Dynamodb;Elasticsearch;IBM DB2;Microsoft SQL Server;MongoDB;Oracle;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Datadog;Docker;Firebase;Google Cloud;Kubernetes;Make;Microsoft Azure;MSBuild;npm;NuGet;Splunk;Vercel;Vite;Webpack
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Express;Next.js;Node.js;React
Angular
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
null
null
null
null
Ubuntu
Windows;Debian
Asana;Clickup;Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
null
Job board
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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 have ethical or security concerns about code;When I need quick help troubleshooting
Same as today
6,289
8
15,359
15,360
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
4
Developer, back-end
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
7
5
Ukraine
USD United States dollar
17,000
Yes
Fortran;HTML/CSS;JavaScript;Python;R;SQL
C
null
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
Cassandra;Elasticsearch
null
Pinecone NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;Netlify;npm;Pip;Vercel
Cloudflare;Digital Ocean;npm;Pip;Vercel
npm;Pip;Vercel
NA NA
Yes
Django;FastAPI;Flask;React
FastAPI;React
FastAPI;React
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;Nano;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;Nano;PyCharm;Sublime Text;Visual Studio Code
NA NA
Pydantic
Pydantic
Pydantic
null
null
Windows;Android
Windows;Linux (non-WSL)
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
null
null
null
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
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Testing code
null
null
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I haven’t encountered any problems
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.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;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
Building scalable architecture
17,000
null
15,360
15,361
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc);Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
25
Developer, desktop or enterprise applications
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Banking/Financial Services
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
20
Brazil
BRL Brazilian real
200,000
Yes
Python
null
null
PL1 NA
Yes
IBM DB2
MongoDB
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
null
null
null
null
null
Windows
null
Google Colab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
coding
36,407
7
15,361
15,362
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,362
15,363
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Banking/Financial Services
Collaboration and support from a team NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
4
2
Netherlands
EUR European Euro
78,000
Yes
Java;SQL;TypeScript
Java;SQL;TypeScript
Java;SQL;TypeScript
NA NA
Yes
IBM DB2
IBM DB2
IBM DB2
NA NA
Yes
Ansible;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm
Ansible;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm
Ansible;Docker;Homebrew;Maven (build tool);Microsoft Azure;npm
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (bot/AI);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Search for answers
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
nope; its for brainstorming for frontend or ux, not for complex backend processes.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
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 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 helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
GitHub MCP Server
Junie
null
null
null
null
ChatGPT;Tabnine
null
When I want to fully understand something;When I have ethical or security concerns about code;Other (please specify):
Creativity, splitting problems, edge cases.
90,491
8
15,363
15,364
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
25
Developer, back-end
null
null
null
null
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
null
Developing specialized expertise NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
15
Netherlands
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Predictive analytics;Generating content or synthetic data
null
Learning about a codebase;Project planning;Testing code;Deployment and monitoring
Debugging or fixing code;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
no, it's not
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
15,364
15,365
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
15
Developer, game or graphics
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
null
Netherlands
EUR European Euro
40,000
Yes
C;C#;C++;JavaScript;Lisp;Python;Ruby
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
null
Azure Devops;Confluence;Jira
null
null
NA NA
Stack Overflow;Slack (public channels, not work);YouTube
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
null
46,406
6
15,365
15,366
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Other (please specify):
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency Competence of its developers
Ethical concerns NA
Manufacturing
null
No
I have strongly considered changing my career and/or the industry I work in
9
6
United States of America
USD United States dollar
53,000
Yes
GDScript;HTML/CSS;Python;R;Ruby;VBA
C#;GDScript;HTML/CSS;R
GDScript;HTML/CSS;R
NA NA
Yes
null
null
null
ERP (Expandable), Inventory management (DataNinja) NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Monday.com
Monday.com
Monday.com
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Committing and reviewing code
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Yes, for smaller modules.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Business process automation;Data and analytics
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Microsoft Copilot
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Original ideas, that is, doing things that are different enough from what has been done before.
53,000
null
15,366
15,367
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.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
34
Architect, software or solutions
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
10
1
United States of America
USD United States dollar
190,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PHP;Python;Ruby;SQL;TypeScript
Go;SQL
Go;SQL
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;InfluxDB;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
Dynamodb;PostgreSQL;SQLite;Cockroachdb
Dynamodb;PostgreSQL;SQLite;Cockroachdb
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;Maven (build tool);npm;Pip;Podman;Prometheus;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Google Cloud;Homebrew;Make;npm;Podman;Prometheus
Amazon Web Services (AWS);Cloudflare;Google Cloud;Homebrew;Make;npm;Podman;Prometheus
NA NA
Yes
AngularJS;Drupal;Express;Flask;jQuery;Next.js;Node.js;React;Ruby on Rails
null
null
htmx htmx
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);iOS;iPadOS
MacOS;Ubuntu;iOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Miro;Notion;Trello
GitLab;Notion;Obsidian
GitLab;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;LinkedIn;Substack;Medium
null
null
NA NA
No
null
null
null
NA NA
No
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.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, and I don't plan to
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
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
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
All skills will stay relevant
190,000
8
15,367
15,368
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
36
Architect, software or solutions
20 to 99 employees
People manager
Remote
No
Work
Reliability and low latency 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
6
null
Canada
CAD Canadian dollar
133,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Go;Rust
null
NA NA
Yes
Microsoft SQL Server
Cosmos DB;Neo4J
null
NA NA
Yes
Docker;Microsoft Azure;MSBuild;npm;NuGet;Webpack
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Node.js
null
null
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
Large Language Model;Microsoft Fabric
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Markdown File
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Bad at handling complex tasks
null
Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Vibe coding is not a part of my professional development work. It's not a part of any of my development work.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Large scale architecture across all facets (software, cloud, infrastructure, etc); Understanding of software patterns, data structures, and algorithms, and when, where and how to apply them; Problem solving skills. AI struggles with broad context. Humans need to fill this gap, so the above skills become even more important than ever before.
97,035
9
15,368
15,369
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.)
I prefer not to say
null
null
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
5
Student
null
null
null
null
Personal Project
Easy-to-use API NA
null
null
null
I'm not sure
null
null
null
Russian Federation
RUB Russian ruble
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Infrequently, less than once per year
null
null
Neutral
null
No, and I don't plan to
Unsure
Highly distrust
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
null
null
null
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
15,369
15,370
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
17
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Other (please specify): Does what I need
Other (please specify): Doesn't do what I need
Software Development
null
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#;HTML/CSS;Java;JavaScript;Perl;Python;SQL;TypeScript
null
null
NA NA
Yes
Dynamodb;Elasticsearch;MySQL;Oracle;PostgreSQL;Redis;Snowflake;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Maven (build tool);npm;NuGet;Pip;Yarn
null
null
NA NA
Yes
AngularJS;ASP.NET Core;Node.js;React
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;Windsurf
null
null
NA NA
.NET 8 or higher;Pydantic;RAG
null
null
null
null
MacOS
null
Confluence;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Wikis
null
null
Bitbucket NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Not sure/can't remember
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Writing code;Predictive analytics
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;Learning new concepts or technologies
null
Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Absolutely not. Leave vibe coding to the MBAs
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
All current development skills. We have speech-to-text and yet all of us still type.
null
8
15,370
15,371
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
6
Engineering manager
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): My personal preference, especially when I'm familiar with the given tool
Other (please specify): My personal experience with the tool
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
5
5
Poland
PLN Polish zloty
null
Yes
Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python;SQL
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Perl;PHP;PowerShell;Python;SQL
Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
APT;Cloudflare;Composer;Google Cloud
Amazon Web Services (AWS);APT;Cloudflare;Composer;Firebase;Google Cloud
APT;Cloudflare;Composer;Google Cloud
NA NA
Yes
jQuery;Node.js;Symfony;WordPress
jQuery;Node.js;Symfony;WordPress
jQuery;Node.js;Symfony;WordPress
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;Vim
IntelliJ IDEA;Notepad++;PhpStorm;Vim
IntelliJ IDEA;Notepad++;PhpStorm;Vim
NA NA
null
null
null
null
null
Windows;Android;Red Hat
Windows;Android;Red Hat
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Other (write in): Look for a solution (which usually is already there)
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
Learning about a codebase;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
null
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite
Yes, but it requires extensive programming knowledge (to be able to quickly correct AI's mistakes)
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
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 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
Knowledge of the programming language - AI will probably still be making mistakes (less often than today hopefully), and the knowledge of different solutions/approaches for a given problem will (probably) still be valuable
null
null
15,371
15,372
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.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media
42
Data scientist
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): FedRamp Certified
Other (please specify): AI Forced down my throat
Government
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
15
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;MicroPython;Python;R;SQL
Ada;Bash/Shell (all shells);C++;Lisp;Lua;MicroPython;Python;R
Bash/Shell (all shells);C++;MicroPython;Python;R
NA Haskell
Yes
Oracle
Oracle
Oracle
NA NA
Yes
Amazon Web Services (AWS);APT;Google Cloud;Gradle;Homebrew;Make;Microsoft Azure;Pip
Amazon Web Services (AWS);APT;Google Cloud;Homebrew;Make;Microsoft Azure;Pip
Amazon Web Services (AWS);APT;Google Cloud;Homebrew;Make;Microsoft Azure;Pip
conda conda
Yes
null
null
null
Oracle APEX Oracle APEX
Yes
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Visual Studio Code
R studio NA
null
null
null
null
null
MacOS;Ubuntu;Android;Debian;Red Hat
MacOS;Debian
GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Miro;Stack Overflow for Teams
GitHub;GitLab;Google Colab;Google Workspace;Jira
GitHub;GitLab;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Neither good or bad 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;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
I sometimes use LLMs to produce a function or deal with things like dates in pandas because they suck to deal with. I've tried to do other things, but always have to fix the generated code to fit my problem.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
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;Write in the most significant challenge if not listed above:
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 need quick help troubleshooting
English Language. Be able to explain a problem more exactly to an LLM. Understand what code is doing when you read it, not just why it works. Code review may be more automated, but determining whether the code does its intended job will still be human.
120,000
9
15,372
15,373
I am learning to code
25-34 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
School (i.e., University, College, etc)
null
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
null
null
null
Software Development
null
No
null
7
4
Belgium
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MySQL;SQLite;Supabase
null
null
NA NA
Yes
Composer;Firebase;Microsoft Azure;npm;Supabase;Vercel;Vite
null
null
NA NA
Yes
Angular;AngularJS;Laravel;React
null
null
NA NA
Yes
Cursor;Visual Studio Code;VSCodium
null
null
NA NA
Tailwind CSS 4;Google Gemini;Ollama
null
null
null
null
Windows;iOS
Windows;iOS
GitHub;Jira;Trello
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
Not sure
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Deployment and monitoring;Learning new concepts or technologies
null
null
Documenting code;Debugging or fixing code;Generating content or synthetic data
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Data and analytics;Cybersecurity
Language processing;Integration with external agents and APIs
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;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 reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
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;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
15,373
15,374
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Associate degree (A.A., A.S., 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);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
Videos (not associated with specific online course or certification);Blogs or podcasts
20
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
Reliability and low latency NA
Prohibitive pricing NA
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
10
null
Uruguay
USD United States dollar
71,000
Yes
JavaScript;TypeScript
Java;Python
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);npm;Supabase
null
null
NA NA
null
null
null
null
NA NA
Yes
WebStorm
IntelliJ IDEA;WebStorm
WebStorm
NA NA
null
null
null
null
null
Windows;Android
Windows;MacOS;Android;iOS
Asana;Confluence;GitHub;Google Workspace;Jira
Confluence;GitLab;Jira
Confluence;Jira
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models)
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
Vibe coding is XGH. Relying to much on AI just creates a ton of tech debt.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
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.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Deep understanding of programming, not so about languages
71,000
null
15,374
15,375
I code primarily as a hobby
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
10
Other (please specify):
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
null
3
Saudi Arabia
SAR Saudi Arabian riyal
null
Yes
Assembly;Bash/Shell (all shells);C;Go;SQL
Go;SQL;Zig
Go;SQL
NA NA
Yes
PostgreSQL;Redis;SQLite;Supabase;Clickhouse
PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite
NA NA
Yes
Digital Ocean;Docker;Homebrew;Kubernetes;Netlify;pnpm;Podman;Supabase;Vite
Docker;Homebrew;Kubernetes;pnpm;Podman;Railway;Vite
Docker;Homebrew;Kubernetes;pnpm;Podman;Vite
NA NA
Yes
null
null
null
Templ Templ
Yes
Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
Goland NA
Tailwind CSS 4;uv
Tailwind CSS 4;uv
Tailwind CSS 4;uv
null
null
MacOS;iOS
MacOS;Ubuntu
GitHub;Markdown File;Notion
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos)
Stack Exchange;Reddit
Stack Exchange;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Predictive analytics
Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Testing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
Partly. I never trust LLMs output but it’s a good starting point
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Any low level understanding of computing
null
null
15,375
15,376
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
150,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
null
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Most
150,000
9
15,376
15,377
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
35
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Retail and Consumer Services
Working with new technologies and tools NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
30
10
France
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Kotlin;PHP;SQL;Swift;VBA;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript
NA NA
Yes
H2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Dynamodb;Elasticsearch;Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Prometheus;Terraform;Vite
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Kubernetes;Maven (build tool);npm;Vercel;Webpack
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Kubernetes;Maven (build tool);npm
NA NA
Yes
Angular;ASP.NET;Node.js;Spring Boot;Vue.js;WordPress
Next.js;Node.js;React;WordPress
Node.js;WordPress
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code;Xcode
IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Debian
MacOS
Asana;Confluence;GitLab;Jira;Markdown File;Miro
Confluence;GitLab;Jira;Markdown File;Miro
Confluence;GitLab;Jira;Markdown File;Miro
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
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
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
Coding using natural language
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
AI agents have increased my productivity.
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.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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
9
15,377
15,378
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
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 required for my job or to benefit my career
null
20
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Czech Republic
CZK Czech koruna
3,000,000
Yes
Python;Rust
Python;Rust
Python;Rust
NA NA
Yes
BigQuery;MongoDB;PostgreSQL;Redis
BigQuery;MongoDB;PostgreSQL;Redis
BigQuery;MongoDB;PostgreSQL;Redis
NA NA
Yes
APT;Cargo;Docker;Google Cloud;Kubernetes;Pacman;Pip;Podman;Prometheus;Terraform
APT;Cargo;Docker;Google Cloud;Kubernetes;Pacman;Pip;Podman;Prometheus;Terraform
APT;Cargo;Docker;Google Cloud;Kubernetes;Pacman;Pip;Podman;Prometheus;Terraform
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Ubuntu
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Wikis
GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Wikis
GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
null
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
I’ve become less confident in my own problem-solving;Other (write in):;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
140,417
5
15,378
15,379
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
46
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
15
5
United States of America
USD United States dollar
252,000
Yes
C;C#;GDScript;Kotlin;Lua;Zig;Mojo
C;Kotlin;Rust;Zig;Mojo
C;Kotlin;Zig;Mojo
NA NA
Yes
H2;MongoDB;PostgreSQL;Redis;SQLite
DuckDB;PostgreSQL;Redis;SQLite;Cockroachdb
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Datadog;Docker;Gradle;Homebrew;Make;Maven (build tool);Ninja;npm;Pip;pnpm;Webpack;Yarn
Amazon Web Services (AWS);APT;Cargo;Datadog;Make
Amazon Web Services (AWS);APT;Datadog;Make
NA NA
Yes
React
null
null
htmx htmx
Yes
Claude Code;IntelliJ IDEA;Rider;Zed
IntelliJ IDEA
IntelliJ IDEA
NA NA
Ollama
Ollama
Ollama
null
null
MacOS;Debian
MacOS
GitHub;Miro;Notion
GitHub;Miro
GitHub;Miro
Shortcut NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;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;Other (write in):;It’s hard to understand how or why the code works
No. I prefer marimba or glockenspiel programming
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
Snyk
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
System architecture, high performance programming, requirements gathering and prioritization, feature brainstorming, communication and cross-team coordination, being able to remember what happened a day ago, actually understanding things, pressing physical buttons, philosophy
252,000
7
15,379
15,380
I am a developer by profession
Prefer not to say
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;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
90
Developer, front-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
null
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,380
15,381
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
9
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,381
15,382
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
39
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
39
Developer, desktop or enterprise applications
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
null
United States of America
USD United States dollar
140,000
Yes
Bash/Shell (all shells);C;C++;PowerShell;Python
Bash/Shell (all shells);C++;Python
Bash/Shell (all shells);C++;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA SourceTrail
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu
Windows;MacOS;Ubuntu;Fedora
Confluence;GitLab;Google Workspace;Jira
GitLab;Google Workspace
GitLab;Google Workspace
NA NA
Company-sponsored forums
Company-sponsored forums
Company-sponsored forums
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
More than half the time
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
Project planning;Documenting code;Predictive analytics;Generating content or synthetic data
Testing code;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
I'm not sure if it's "vibe coding". However, I am much better at fixing other peoples code than starting from a blank sheet. AI generated code helps me get started, even if I still need to understand all the generated code and most often make fixes. AI has also been useful in helping me understand what are considered "best practices" when there are multiple ways. It doesn't always work however. Sometimes I get stuck in loops with AI, trying to get it to fix it's own code, I guess these are hallucinations.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
Other (please specify):;I don’t think I’ll need help from people anymore
Interpreting requirements from end users.
140,000
3
15,382
15,383
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,383
15,384
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
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
16
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
12
5
United States of America
USD United States dollar
120,000
Yes
C#;HTML/CSS;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;npm;NuGet;Terraform
Docker;Microsoft Azure;npm;NuGet;Terraform
Microsoft Azure;npm;NuGet;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js
Angular;ASP.NET Core;Node.js;React
Angular;ASP.NET Core;Node.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
.NET 8 or higher
.NET 8 or higher
null
null
Windows;iOS;iPadOS
Windows
Azure Devops;Lucid (includes Lucidchart);Markdown File;Wikis
Azure Devops;Lucid (includes Lucidchart);Markdown File;Stack Overflow for Teams;Wikis
Azure Devops;Lucid (includes Lucidchart);Markdown File;Wikis
Mural NA
Stack Overflow;Company-sponsored forums
Stack Overflow;Company-sponsored forums
Stack Overflow;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;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
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Other (write in):
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
null
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.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I think all current skills will remain valuable to some degree. While some skills might be less valuable, e.g., offhand knowledge of a specific language's syntax or technical details, broader and more abstract skills may be more important: social skills, the ability to collaborate, big picture technical decisions that require intimate knowledge of a business's needs and constraints, etc.
120,000
10
15,384
15,385
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
null
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
5
Developer, full-stack
null
null
null
null
Work
Reputation for quality NA
Lack of or sub-par API NA
null
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
4
Canada
USD United States dollar
null
Yes
C;C++;HTML/CSS;Java;JavaScript;PHP;Python;R;SQL;TypeScript
Dart;Go;HTML/CSS;JavaScript;Kotlin;PHP;Python;R;Ruby;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;Python;R;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft Access;MongoDB;MySQL;PostgreSQL;SQLite;Supabase
MariaDB;MongoDB;MySQL;PostgreSQL;Supabase
MariaDB;MongoDB;MySQL;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Firebase;Gradle;Kubernetes;Microsoft Azure;npm;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;npm;Supabase;Vercel;Vite
Amazon Web Services (AWS);Docker;Kubernetes;npm;Supabase;Vercel;Vite
NA NA
Yes
Django;Express;FastAPI;jQuery;Laravel;Next.js;Node.js;React;Svelte;Vue.js;WordPress
Express;FastAPI;Laravel;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Svelte;Vue.js
Express;FastAPI;Laravel;Next.js;Node.js;React;Svelte;Vue.js
NA NA
Yes
Android Studio;Bolt;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Sublime Text;Vim;Visual Studio Code;Windsurf
Bolt;Sublime Text;Vim;Visual Studio Code;Windsurf;Xcode
Bolt;Sublime Text;Vim;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;hostinger;Large Language Model;RAG;LangGraph
Tailwind CSS 4;hostinger;Large Language Model;RAG;LangGraph;visionOS
Tailwind CSS 4;hostinger;Large Language Model;RAG;LangGraph
null
null
Windows;MacOS;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
null
null
null
Neutral
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
Project planning;Testing code;Committing and reviewing code;Search for answers
null
Writing code;Debugging or fixing code
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, definitely.
Yes, I use AI agents at work weekly
Not at all or minimally
Business process automation;IT operations;Data and analytics;Marketing
Language processing;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have 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 reduced the time spent on specific development tasks.
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;GitHub MCP Server;supabase;pgvector;Pinecone
null
OpenRouter;LangChain;Zapier;LangGraph
null
null
null
ChatGPT;GitHub Copilot;Replit;Perplexity;Lovable.dev
null
When I don’t trust AI’s answers
null
null
10
15,385
15,386
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,386
15,387
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,387
15,388
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.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Games or coding challenges;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
30
Architect, software or solutions
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Other:
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
15
3
United States of America
USD United States dollar
154,765
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lua;Python;SQL
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft Access;MySQL;PostgreSQL;Redis
Dynamodb;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis
NA CouchDB
Yes
Amazon Web Services (AWS);Datadog;Docker;Make;Maven (build tool);npm;Pip
Amazon Web Services (AWS);Datadog;Docker;Make;Maven (build tool);npm;Pip
Amazon Web Services (AWS);Datadog;Docker;Make;Maven (build tool);npm;Pip
NA NA
Yes
jQuery;React;Spring Boot;WordPress
React;Spring Boot;WordPress
React;Spring Boot;WordPress
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Large Language Model;Amazon Bedrock;RAG
Large Language Model;Amazon Bedrock;RAG
Large Language Model;Amazon Bedrock;RAG
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS;ChromeOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Jira;Markdown File;Miro;Notion;Obsidian
GitHub;Google Workspace;Jira;Markdown File;Notion;Obsidian
GitHub;Google Workspace;Jira;Markdown File;Notion;Obsidian
IcePanel IcePanel
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
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;openAI Reasoning models
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code
Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. This is not ready for professional enterprise quality work. This is best for slapping something together that you don't plan to need to maintain long term, and you don't need it to be something that has never been seen before
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Knowing how to break down a problem into its components and discrete task
154,765
null
15,388
15,389
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
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);Books / Physical media
38
Developer, desktop or enterprise applications
null
null
null
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
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
null
Yes
C#;HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Markdown File;Notion
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
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
null
No, not really
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
null
null
7
15,389
15,390
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;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;Games or coding challenges
33
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Other (please specify): internal politics
Prohibitive pricing NA
Manufacturing
Job stability and career growth with a single employer Tornado Foosball Table
Yes
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
135,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;C#;C++;F#;PowerShell;SQL
Bash/Shell (all shells);C#;C++;PowerShell;SQL
Visual Basic 6 NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
APT;Chocolatey;Docker;MSBuild;npm;NuGet
Docker;MSBuild;NuGet
Docker;MSBuild;NuGet
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Node.js
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;c++23;RAG
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
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
About half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Yes, for scripts or functions, not for full applications.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
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 increased my productivity.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
AI agents have helped me automate repetitive tasks.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Skills for evaluating code written by AI, and directing AI do to it properly instead of blindingly trusting it.
135,000
7
15,390
15,391
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);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
30
Developer, full-stack
null
null
null
No
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
8
6
United States of America
USD United States dollar
160,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MySQL;Redis
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Microsoft Azure;MSBuild;Netlify;New Relic;npm;NuGet;Vite;Webpack;Yarn
Microsoft Azure;Netlify;npm;NuGet;Vite
Microsoft Azure;Netlify;npm;NuGet;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;Node.js;React;WordPress
ASP.NET Core;Next.js;React
ASP.NET Core;Next.js;React
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Microsoft Fabric
.NET 8 or higher;Tailwind CSS 4;Microsoft Fabric
.NET 8 or higher;Tailwind CSS 4;Microsoft Fabric
null
null
Windows
Windows
Airtable;Asana;Azure Devops;GitHub;GitLab;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
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
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);X Grok models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Chat (people);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
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
null
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Generating content or synthetic data
Learning about a codebase;Search for answers;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
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
Sentry
null
ChatGPT;GitHub Copilot;Microsoft Copilot
grok
When I want to learn best practices;When I have ethical or security concerns about code;I don’t think I’ll need help from people anymore
Overall architecture and design
160,000
9
15,391
15,392
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Blogs or podcasts
45
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
2
United States of America
USD United States dollar
125,000
Yes
Go;HTML/CSS;TypeScript
C#;Go;HTML/CSS;JavaScript;TypeScript
Go;HTML/CSS;TypeScript
Xojo NA
Yes
PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Svelte;Vue.js
React;Svelte
Svelte
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
Windows;MacOS;Android;iOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Substack
Stack Overflow;Discord;GitHub (public projects, not private repos);Substack
Stack Overflow;Discord;GitHub (public projects, not private repos);Substack
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
Microsoft Phi-4 models;openAI GPT (chatbot models)
Microsoft Phi-4 models;openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
null
Ask a question NA
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring
Testing code;Committing and reviewing code;Predictive analytics
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I 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
Use prompts effectively to get better results.
125,000
8
15,392
15,393
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
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
30
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Software Development
Collaboration and support from a team NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
15,393
15,394
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);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);Videos (not associated with specific online course or certification)
19
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Government
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Belgium
EUR European Euro
80,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
NA NA
Yes
H2;Oracle
null
null
NA NA
Yes
Maven (build tool);npm;Yarn
Maven (build tool);npm;Yarn
Maven (build tool);npm;Yarn
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Vim
IntelliJ IDEA
IntelliJ IDEA
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows
Windows;Ubuntu;Linux (non-WSL)
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per week
null
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
null
Learning about a codebase;Committing and reviewing code;Generating content or synthetic data
null
Testing code
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 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
AI agents have increased my productivity.
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
ChatGPT;GitHub Copilot;Google Gemini
null
When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
92,812
8
15,394
15,395
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, mobile
20 to 99 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
4
Canada
CAD Canadian dollar
120,000
Yes
Bash/Shell (all shells);C;C++;Kotlin;PowerShell;Python;Swift;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows
MacOS;Android;iOS
GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Jira
GitHub;Jira
NA NA
Discord;Reddit;YouTube;LinkedIn
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
I haven’t encountered any problems
no
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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
problem solving
87,550
4
15,395
15,396
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
35
Financial analyst or engineer
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Prohibitive pricing NA
Fintech
null
No
I have strongly considered changing my career and/or the industry I work in
11
7
Brazil
BRL Brazilian real
300,000
Yes
Bash/Shell (all shells);C;C#;C++;PowerShell;Python;R;SQL;VBA
Bash/Shell (all shells);C;C#;C++;Go;Lisp;Lua;PowerShell;Python;R;SQL;Zig
Bash/Shell (all shells);C;C#;C++;PowerShell;Python;R;SQL
Wolfram Language, Mathematica NA
Yes
BigQuery;DuckDB;SQLite
BigQuery;Databricks SQL;DuckDB;Neo4J;SQLite;Cockroachdb
BigQuery;DuckDB;SQLite
NA NA
Yes
Pip
Heroku
null
NA uv
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
jEdit NA
Polars;Pydantic;Google Gemini;uv
Polars;Large Language Model;Pydantic;Google Gemini;uv
Polars;Pydantic;Google Gemini;uv
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;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 monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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, it is not part of my development work.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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
Looking to the "why", understanding the need behind the request,
54,611
null
15,396
15,397
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Developer, back-end
500 to 999 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Availability of better alternatives NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
6
4
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Perl;PowerShell;SQL;VBA
Bash/Shell (all shells);Perl;SQL
Bash/Shell (all shells);Perl;SQL
NA NA
Yes
Microsoft SQL Server;Oracle;SQLite
Microsoft SQL Server;Oracle;SQLite
Microsoft SQL Server;Oracle;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;iOS
GitHub
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
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
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.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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;When I need quick help troubleshooting
Analytical thinking - without that you may as well sell insurance
null
7
15,397
15,398
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.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);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;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
27
Architect, software or solutions
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Inefficient or time-costly NA
Other:
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
6
Denmark
DKK Danish krone
800,000
Yes
C;C++;Go;JavaScript;Python
C++;Go;JavaScript;Python;Rust;TypeScript
C++;Go;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Chocolatey;Docker;Make;Maven (build tool);npm;Pip
Docker
Docker
NA NA
No
null
null
null
NA NA
Yes
Cursor;Nano
Cursor;Jupyter Notebook/JupyterLab
Cursor
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Debian;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File;Miro;Trello
Confluence;GitHub;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Predictive analytics;Search for answers
Deployment and monitoring
Documenting code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Generating content or synthetic data
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, it's just a starting point for prototype. Second good use case is refactoring existing code, but mostly in small code bases.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Robotics
null
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 improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
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
Claude Code;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Design new features for complex systems. Cohesive API design. Choosing best solution from multiple solutions provided by AI.
124,416
7
15,398
15,399
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
28
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);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
17
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
148,000
Yes
Go;Python;SQL
Go;Rust;SQL
Go;SQL
NA NA
Yes
BigQuery;Cassandra;Elasticsearch
BigQuery;Cassandra;Elasticsearch
BigQuery;Cassandra;Elasticsearch
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Prometheus;Terraform
NA NA
No
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Visual Studio Code;Windsurf
Cursor;IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
Airtable;GitHub;Jira;Notion;Stack Overflow for Teams
GitHub
GitHub
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
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 weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Search for answers;Generating content or synthetic data
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
Not as a professional
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
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 helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
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
ChatGPT;GitHub Copilot;Google Gemini
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
Critical thinking, planning and project management
201,489
8
15,399
15,400
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Developer, back-end
null
null
null
null
Work
Easy-to-use API NA
Availability of better alternatives NA
null
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
United States of America
USD United States dollar
450,000
Yes
Python;Scala
Elixir;Go;Rust;Scala
Scala
NA NA
Yes
Databricks SQL;Dynamodb;Elasticsearch;PostgreSQL
Databricks SQL;DuckDB;Dynamodb;Elasticsearch;InfluxDB;PostgreSQL;Valkey
Databricks SQL;Dynamodb;Elasticsearch;PostgreSQL
NA ScyllaDB
Yes
Amazon Web Services (AWS);Datadog;Docker;New Relic;Pacman;Podman;Splunk
Amazon Web Services (AWS);Cargo;Datadog;Docker;Pacman
Amazon Web Services (AWS);Datadog;Docker;Pacman
NA NA
Yes
null
null
null
NA ZIOHttp
Yes
Neovim
Neovim
Neovim
NA NA
uv
Polars;Amazon Bedrock;RAG;Google Gemini;Ollama;LangGraph;uv
uv
null
null
Windows;Windows Subsystem for Linux (WSL);Arch
MacOS;Windows Subsystem for Linux (WSL);Arch
GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian
GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian
NA NA
Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
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
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning
Deployment and monitoring;Predictive analytics
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
Yes. I've found "vibe coding" to be an accelerator when approaching new code bases, languages, and frameworks.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
MCP servers
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
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
GitHub MCP Server;ChromaDB;pgvector
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
CodeCompanion, MCPHub, Supermaven
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
Troubleshooting, debugging, architecting, and community building
450,000
7