Unnamed: 0
int64
0
49.2k
responseid
int64
1
49.2k
are_you_someone_who_writes_code_please_select_one_of_the_following_options_that_best_describes_you_today
stringclasses
6 values
what_is_your_age
stringclasses
7 values
which_of_the_following_best_describes_the_highest_level_of_formal_education_that_youve_completed
stringclasses
8 values
which_of_the_following_best_describes_your_current_employment_status
stringclasses
6 values
which_of_the_following_additional_activities_are_you_currently_engaged_in
stringclasses
171 values
how_many_years_of_professional_work_experience_do_you_have_please_round_to_the_nearest_whole_number_excluding_any_decima
float64
1
100
did_you_begin_learning_to_code_or_learn_a_new_coding_skill_programming_language_in_the_last_year
stringclasses
3 values
how_did_you_learn_to_code_in_the_past_year_select_all_that_apply
stringlengths
15
513
did_you_spend_time_in_the_last_year_learning_ai_programming_or_ai_enabled_tooling_on_your_own_or_at_work
stringclasses
5 values
how_did_you_learn_to_code_for_ai_in_the_past_year_select_all_that_apply
stringlengths
15
513
including_any_education_how_many_years_have_you_been_coding_in_total_please_round_to_the_nearest_whole_number_excluding
float64
1
100
which_of_the_following_describes_your_current_job_or_the_job_you_had_for_the_most_time_in_the_past_year
stringclasses
32 values
approximately_how_many_people_are_employed_by_your_employer_this_should_only_include_your_primary_company_and_if_there_w
stringclasses
9 values
are_you_an_individual_contributor_or_people_manager
stringclasses
2 values
which_best_describes_your_current_work_situation
stringclasses
5 values
have_you_influenced_or_endorsed_a_new_technology_purchase_at_your_organization_or_sole_proprietor_job_in_the_past_year
stringclasses
5 values
when_youre_in_a_position_to_influence_or_endorse_a_technology_whether_at_work_for_school_or_for_a_personal_project_youre
stringclasses
3 values
what_attracts_you_to_a_technology_or_causes_you_to_endorse_it_most_to_least_important_options_ai_integration_or_ai_agent
stringlengths
5
529
what_would_turn_you_off_or_cause_you_to_reject_it_most_to_least_important_options_lack_of_ai_or_ai_agents_poor_usability
stringlengths
1
372
what_industry_do_you_work_for_in
stringclasses
15 values
rank_the_following_attributes_of_your_current_professional_job_in_technology_according_to_those_that_contribute_your_job
stringclasses
617 values
do_you_believe_ai_is_a_threat_to_your_current_job
stringclasses
3 values
have_you_considered_a_career_change_or_transitioned_into_a_new_role_in_the_past_year
stringclasses
5 values
for_your_primary_work_role_student_developer_or_technologist_over_the_past_year_excluding_general_operating_systems_like
float64
0
10k
for_your_side_projects_or_other_personal_work_over_the_past_year_focus_on_the_project_you_spent_the_most_time_on_if_appl
float64
0
1k
where_do_you_live
stringclasses
177 values
which_currency_do_you_use_day_to_day_if_your_answer_is_complicated_please_pick_the_one_you_re_most_comfortable_estimatin
stringclasses
142 values
what_is_your_current_total_annual_compensation_salary_bonuses_and_perks_before_taxes_and_deductions_in_terms_of_your_day
float64
0
555,555,555,555,555,700,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000B
did_you_work_with_programming_scripting_and_markup_languages_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here
stringclasses
2 values
languagehaveworkedwith
stringlengths
1
285
languagewanttoworkwith
stringlengths
1
285
languageadmired
stringlengths
1
285
was_the_programming_language_you_use_not_listed_above_list_below_separated_by_a_comma_and_a_space_for_each_the_programmi
stringlengths
3
2.33k
did_you_work_with_database_environments_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here_we_are_referring_to
stringclasses
2 values
databasehaveworkedwith
stringlengths
2
317
databasewanttoworkwith
stringlengths
2
317
databaseadmired
stringlengths
2
317
which_database_environments_have_you_done_extensive_development_work_in_over_the_past_year_and_which_do_you_want_to_work
stringlengths
3
502
did_you_work_with_cloud_platforms_containerization_orchestration_tools_package_managers_build_tools_or_infrastructure_as
stringclasses
2 values
platformhaveworkedwith
stringlengths
3
368
platformwanttoworkwith
stringlengths
3
368
platformadmired
stringlengths
3
368
which_cloud_platforms_containerization_orchestration_tools_package_managers_build_tools_and_infrastructure_as_code_solut
stringlengths
3
360
did_you_work_with_web_frameworks_and_web_technologies_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here_we_are
stringclasses
2 values
webframehaveworkedwith
stringlengths
4
223
webframewanttoworkwith
stringlengths
4
223
webframeadmired
stringlengths
4
223
which_web_frameworks_and_web_technologies_have_you_done_extensive_development_work_in_over_the_past_year_and_which_do_yo
stringlengths
3
924
did_you_work_with_development_environments_or_ai_enabled_code_editing_tools_in_the_last_year_or_do_you_plan_to_in_the_ye
stringclasses
2 values
devenvshaveworkedwith
stringlengths
3
270
devenvswanttoworkwith
stringlengths
3
270
devenvsadmired
stringlengths
3
270
was_the_developer_environment_or_ai_enabled_code_editing_tool_you_use_not_listed_above_list_below_separated_by_a_comma_a
stringlengths
3
810
sotagshaveworkedwith
stringlengths
2
218
sotagswanttoworkwith
stringlengths
2
218
sotagsadmired
stringlengths
2
218
which_rising_technology_of_the_added_as_new_tag_or_tag_subject_area_on_stack_overflow_in_the_last_three_years_have_you_u
stringclasses
347 values
was_the_new_tag_on_stack_overflow_i_e_added_in_the_last_2_3_years_you_want_to_use_not_listed_above_list_below_separated
stringclasses
323 values
opsyspersonal_use
stringlengths
3
139
opsysprofessional_use
stringlengths
3
139
officestackasynchaveworkedwith
stringlengths
4
262
officestackasyncwanttoworkwith
stringlengths
4
262
officestackasyncadmired
stringlengths
4
262
was_the_collaborative_work_management_and_or_code_documentation_tools_you_use_not_listed_above_list_below_separated_by_a
stringlengths
3
1.5k
commplatformhaveworkedwith
stringlengths
1
232
commplatformwanttoworkwith
stringlengths
1
232
commplatformadmired
stringlengths
1
232
which_community_platforms_have_you_utilized_considerably_or_consistently_in_the_past_year_and_which_would_you_like_to_us
stringclasses
844 values
did_you_utilize_or_integrate_specific_large_language_models_llms_to_power_your_development_tools_or_applications_in_the
stringclasses
2 values
aimodelshaveworkedwith
stringlengths
13
446
aimodelswanttoworkwith
stringlengths
13
446
aimodelsadmired
stringlengths
13
446
which_llm_models_for_ai_tools_have_you_used_for_development_work_in_the_past_year_and_which_would_you_like_to_use_next_y
stringclasses
572 values
do_you_have_a_stack_overflow_account
stringclasses
3 values
how_frequently_would_you_say_you_visit_stack_overflow
stringclasses
7 values
how_long_have_you_used_stack_overflow
stringclasses
7 values
how_frequently_would_you_say_you_participate_in_q_a_on_stack_overflow_by_participate_we_mean_ask_answer_and_vote_or_comm
stringclasses
8 values
whether_it_be_to_solve_a_problem_for_career_growth_or_connecting_with_a_community_of_developers_is_there_an_alternative
stringlengths
6
274
when_visiting_stack_overflow_which_following_activities_are_you_most_interested_in_please_rank_the_following_so_the_firs
stringclasses
801 values
do_you_consider_yourself_a_member_of_the_stack_overflow_community
stringclasses
6 values
when_you_visit_stack_overflow_how_often_is_it_a_result_of_encountering_issues_from_ai_or_ai_enabled_tools_that_require_e
stringclasses
5 values
do_you_currently_use_ai_tools_in_your_development_process
stringclasses
5 values
how_favorable_is_your_stance_on_using_ai_tools_as_part_of_your_development_workflow
stringclasses
6 values
how_much_do_you_trust_the_accuracy_of_the_output_from_ai_tools_as_part_of_your_development_workflow
stringclasses
5 values
how_well_do_the_ai_tools_you_use_in_your_development_workflow_handle_complex_tasks
stringclasses
6 values
aitoolcurrently_partially_ai
stringlengths
12
337
aitooldon_t_plan_to_use_ai_for_this_task
stringlengths
12
337
aitoolplan_to_partially_use_ai
stringlengths
12
337
aitoolplan_to_mostly_use_ai
stringlengths
12
337
aitoolcurrently_mostly_ai
stringlengths
12
337
when_using_ai_tools_which_of_the_following_problems_or_frustrations_have_you_encountered_select_all_that_apply
stringclasses
100 values
in_your_own_words_is_vibe_coding_part_of_your_professional_development_work_for_this_question_we_define_vibe_coding_acco
stringlengths
1
2.18k
are_you_using_ai_agents_in_your_work_development_or_otherwise_ai_agents_refer_to_autonomous_software_entities_that_can_o
stringclasses
6 values
have_ai_tools_or_ai_agents_changed_how_you_complete_development_work_in_the_past_year
stringclasses
5 values
what_industry_purposes_or_specific_tasks_are_you_using_ai_agents_in_your_development_work_select_all_that_apply_from_bot
stringclasses
397 values
agentusesgeneral
stringclasses
152 values
aiagentimpactsomewhat_agree
stringclasses
222 values
aiagentimpactneutral
stringclasses
232 values
aiagentimpactsomewhat_disagree
stringclasses
161 values
aiagentimpactstrongly_agree
stringclasses
200 values
aiagentimpactstrongly_disagree
stringclasses
159 values
aiagentchallengesneutral
stringclasses
126 values
aiagentchallengessomewhat_disagree
stringclasses
89 values
aiagentchallengesstrongly_agree
stringclasses
123 values
aiagentchallengessomewhat_agree
stringclasses
124 values
aiagentchallengesstrongly_disagree
stringclasses
83 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for
stringclasses
528 values
was_the_tool_or_tools_for_ai_agent_orchestration_or_agent_frameworks_you_used_in_the_past_year_not_listed_above_please_w
stringclasses
561 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for__aiagentorchestration
stringclasses
620 values
was_the_tool_or_tools_for_ai_agent_orchestration_or_agent_frameworks_you_used_in_the_past_year_not_listed_above_please_w__aiagentorchwrite
stringclasses
332 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for__aiagentobservesecure
stringclasses
314 values
was_the_tool_or_tools_for_ai_agent_observability_monitoring_or_security_you_used_in_the_past_year_not_listed_above_pleas
stringclasses
195 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_out_of_th
stringlengths
4
263
was_the_out_of_the_box_agents_copilots_or_assistants_you_used_in_the_past_year_not_listed_above_please_write_them_below
stringclasses
421 values
in_the_future_if_ai_can_do_most_coding_tasks_in_which_situations_would_you_still_want_to_ask_another_person_for_help_sel
stringclasses
574 values
looking_ahead_35_years_what_skills_do_you_believe_will_remain_valuable_for_developers_even_as_ai_tools_become_more_capab
stringlengths
1
175k
convertedcompyearly
float64
1
50M
how_satisfied_are_you_in_your_current_professional_developer_role
float64
0
10
29,000
29,001
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
12
Developer, full-stack
20 to 99 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
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
20
1,000
France
EUR European Euro
60,000
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
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 monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Documenting code;Creating or maintaining documentation
Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
Redis
null
null
null
null
null
ChatGPT
null
null
null
69,609
0
29,001
29,002
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
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);Stack Overflow or Stack Exchange;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)
6
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
10
Argentina
ARS Argentine peso
null
Yes
C;C++;Delphi;Go;Java
Lisp
null
NA NA
Yes
MySQL;Neo4J;Oracle;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;Next.js;Node.js;React;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
LangGraph
null
null
null
null
Linux (non-WSL)
null
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Neutral
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;Debugging or fixing code;Creating or maintaining documentation
null
Project planning
Learning about a codebase;Testing code
Documenting code
I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
null
null
AI agents have increased my productivity.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
29,002
29,003
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
5
Support engineer or analyst
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
8
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Python;Rust
Python;Rust
Python;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
VSCodium
null
Helix Helix
uv
uv
uv
null
null
Ubuntu
Ubuntu
GitHub;Markdown File
Markdown File
Markdown File
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not 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
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
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 se...
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;When I need quick help troubleshooting
Effective documentation, safety critical programming
null
null
29,003
29,004
I am a developer by profession
Prefer not to say
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
46
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media
51
Engineering manager
null
null
null
null
Work
Easy-to-use API something that works!
Lack of or sub-par API NA
null
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
65
53
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;Python;R;Ruby;SQL;TypeScript;Mojo
Bash/Shell (all shells);C;C++;Elixir;Erlang;Go;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;TypeScript;Mojo
Bash/Shell (all shells);C;C++;Python;R;Ruby;SQL;TypeScript;Mojo
NA NA
Yes
BigQuery;Cassandra;Cosmos DB;Dynamodb;Elasticsearch;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
BigQuery;Cassandra;Cosmos DB;Dynamodb;Elasticsearch;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
BigQuery;Cassandra;Cosmos DB;Dynamodb;Elasticsearch;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;New Relic;Pip;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Ansible;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;Pip;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Ansible;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;Pip;Prometheus;Splunk;Terraform
NA NA
Yes
Django;Drupal;FastAPI;Flask;jQuery;Laravel;React;Ruby on Rails;WordPress
Django;Drupal;FastAPI;Flask;jQuery;Laravel;React;Ruby on Rails;WordPress
Django;Drupal;FastAPI;Flask;jQuery;Laravel;React;Ruby on Rails;WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Vim;Xcode
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Xcode
Jupyter Notebook/JupyterLab;PyCharm;Vim;Xcode
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;LangGraph
c++23;Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;LangGraph
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;LangGraph
null
null
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora
Airtable;Azure Devops;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Markdown File
Airtable;Azure Devops;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Markdown File
Airtable;Azure Devops;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Perplexity AI without Sound. Meta AI NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Other (write in):
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Unsure
Neither trust nor distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
null
Search for answers
AI solutions that are almost right, but not quite
It was until today; the four AI's I tried to use all failed at the moderately complex task I gave them.
Yes, I use AI agents at work daily
Yes, somewhat
Other Industry purpose (write in):
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
AI agents have helped me automate repetitive tasks.
Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
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
Redis;Neo4j
null
LangChain;LangGraph
null
New Relic
null
ChatGPT;Claude Code;Google Gemini;Perplexity
Meta AI
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I think that knowing the tech landscape and being able to design solutions will remain viable into the future even if AI takes a big leap. AI's so far are not creative at all, IMHO.
null
0
29,004
29,005
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
null
null
null
null
null
null
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
France
EUR European Euro
62,000
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
71,929
null
29,005
29,006
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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;Videos (not associated with specific online course or certification)
5
Developer, front-end
100 to 499 employees
People manager
Remote
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 transitioned into a new career and/or industry involuntarily
null
null
Ukraine
USD United States dollar
36,000
Yes
HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;jQuery;Node.js;React
Angular;Node.js
Angular;Node.js
NA NA
Yes
Notepad++;Visual Studio Code
Visual Studio Code;Zed
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
MacOS
Confluence;GitHub;GitLab;Jira;Markdown File;Trello
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
Confluence;GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
Infrequently, less than once per year
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
deep understanding the programming and computer science
36,000
9
29,006
29,007
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
13
Developer, mobile
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability 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
20
10
Germany
EUR European Euro
82,000
Yes
Java;JavaScript;Kotlin;SQL;Swift;TypeScript
Java;JavaScript;Kotlin;Rust;Swift;TypeScript
Java;JavaScript;Kotlin;Swift;TypeScript
NA NA
Yes
H2;PostgreSQL
H2;PostgreSQL;Redis
H2;PostgreSQL
NA NA
Yes
Docker;Firebase;Google Cloud;Gradle;npm
Bun;Cloudflare;Docker;Firebase;Google Cloud;Gradle;npm;pnpm;Supabase
Docker;Firebase;Google Cloud;Gradle;npm
NA NA
Yes
Next.js;Node.js
Next.js;Node.js
Next.js;Node.js
NA NA
Yes
Android Studio;Bolt;Cursor;IntelliJ IDEA;Windsurf;Xcode
Android Studio;Bolt;Claude Code;Cursor;IntelliJ IDEA
Android Studio;Bolt;Cursor;IntelliJ IDEA
NA NA
null
null
null
Kotlin Multiplatform
Kotlin Multiplatform
MacOS;Android
MacOS;Android
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion;Trello;YouTrack
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Trello;YouTrack
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Trello;YouTrack
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
For my regular job definitely not. But in my hobby projects, where I don't always use the programming languages and frameworks of my specialization, I am what's understood from the term "vibe coding".
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Putting the pieces together. AI tools will just be like high-level programming languages: A way of making code easier for all of us. In the end I have the plan for certain features or implementation details in my hand and just want to bring it to paper. The last part is where AI can play a tremendous role in improving ...
95,132
8
29,007
29,008
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
9
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
Reputation for quality NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
5
Ukraine
UAH Ukrainian hryvnia
3,000
Yes
Bash/Shell (all shells);HTML/CSS;PHP;SQL
Go;TypeScript
null
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Homebrew;npm;Webpack
null
null
NA NA
Yes
jQuery;React;Symfony;WordPress
Angular;Express;Next.js;Node.js
null
NA NA
Yes
PhpStorm
null
null
NA NA
Large Language Model;Ollama
null
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitLab;Google Workspace;Jira;Markdown File;Notion;Trello
null
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;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)
null
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Writing code;Committing and reviewing code
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, vibe coding sucks
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
72
2
29,008
29,009
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
7
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Banking/Financial Services
Expert mentors NA
No
I have strongly considered changing my career and/or the industry I work in
6
3
Spain
EUR European Euro
32,000
Yes
C;Java;JavaScript;Python;SQL;TypeScript
C;Go;Python;SQL;TypeScript;Zig
C;Python;SQL;TypeScript
NA NA
Yes
IBM DB2;PostgreSQL
Elasticsearch;PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Chocolatey;Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip
Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Homebrew;Kubernetes;npm
Cloudflare;Docker;Homebrew;Kubernetes;npm
NA NA
Yes
Node.js
Node.js
Node.js
Bun Bun
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm;Zed
IntelliJ IDEA;WebStorm;Zed
IntelliJ IDEA;WebStorm;Zed
CLion CLion
null
null
null
c23
c23
MacOS;iOS;Debian
Windows;MacOS;iOS;Debian
Confluence;Doxygen;GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
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
Favorable
Highly distrust
Bad at handling complex tasks
Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Predictive analytics
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not really, I like for the AI tools to help me with bits or concepts but not generating big blocks of code (since I've found that usually they are not right, either because of capability or lack of enough context)
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecture, performance orientation, detail orientation, product / feature definition, debugging, testing (well)
37,125
7
29,009
29,010
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job...
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);Colleague or on-the-job training
11
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Other:
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
5
4
Portugal
EUR European Euro
30,000
Yes
HTML/CSS;Lua;Python;SQL
HTML/CSS;Lua;Python;SQL
HTML/CSS;Lua;Python;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Dynamodb;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS);Google Cloud
Amazon Web Services (AWS)
NA NA
Yes
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Ubuntu;iOS
Windows;Ubuntu;iOS
Google Workspace;Jira
Google Workspace
Google Workspace
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
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
Day-in-the-life profiles/interviews with experts
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Testing code;Predictive analytics
Generating content or synthetic data
null
Other (write in):
yes vibe coding helped me in a lot of projects
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
34,804
8
29,010
29,011
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
25
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Estonia
EUR European Euro
null
Yes
Elixir;HTML/CSS;JavaScript;TypeScript
Elixir;HTML/CSS;JavaScript;SQL;TypeScript
Elixir;HTML/CSS;JavaScript;TypeScript
NA Modelica
Yes
SQLite;Pocketbase
PostgreSQL;SQLite
SQLite
NA NA
Yes
Bun;Cloudflare;Docker;Homebrew;npm;pnpm;Vercel;Vite
Docker
Docker
Fly Hetzner
Yes
Astro;Deno;Next.js;Node.js;Phoenix;React
Phoenix
Phoenix
NA NA
Yes
Neovim;Visual Studio Code
Claude Code;Neovim
Neovim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS
MacOS
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 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 at all
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
Learning about a codebase;Project planning;Writing code;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
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
People skills
null
5
29,011
29,012
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
None of the above
17
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;Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
20
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Insurance
null
No
I have somewhat considered changing my career and/or the industry I work in
30
20
France
EUR European Euro
93,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Python;Rust;SQL
Python;Rust
Python;Rust
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite
NA NA
Yes
Cargo;Docker;Kubernetes;Make;Pip;Podman;Poetry;Terraform
Cargo;Kubernetes;Pip;Podman;Poetry;Terraform
Cargo;Kubernetes;Pip;Podman;Poetry;Terraform
Uv Uv
Yes
FastAPI;Node.js
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;RustRover;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;PyCharm;RustRover;VSCodium
Jupyter Notebook/JupyterLab;PyCharm;RustRover;VSCodium
NA NA
Polars;Large Language Model;Pydantic;Ollama;uv
Polars;Pydantic;Ollama;uv
Polars;Pydantic;Ollama;uv
null
null
Windows;Android;Linux (non-WSL);Arch
Windows
Azure Devops;Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
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
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Critical thinking, ethics, design
107,894
null
29,012
29,013
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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);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)
35
Other (please specify):
null
null
null
null
Work
Connected to an open-source project NA
Poor usability NA
null
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
400,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Prolog
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Prolog
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Prolog
Logtalk, MEL Logtalk, MEL
Yes
MongoDB
MongoDB
MongoDB
NA NA
No
null
null
null
NA NA
Yes
Express;jQuery;Node.js;React;WordPress
Express;Node.js;React
Express;Node.js;React
React Native for Web React Native for Web
Yes
Nano;Visual Studio Code
Nano
Nano
NA Bluefish
null
null
null
null
null
Windows;MacOS;Ubuntu
Windows;MacOS;Ubuntu
Markdown File
Wikis
null
NA NA
Stack Overflow;Stack Exchange;Dev.to;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;Bluesky
Stack Overflow;Stack Exchange;Dev.to
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
Message Boards
Browse content related to Q&A posts I recently viewed NA
Neutral
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
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;I don’t use AI tools regularly;It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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 h...
null
41,929
3
29,013
29,014
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.)
Not 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);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
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)
5
Student
null
null
null
null
School
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
1
4
Poland
PLN Polish zloty
null
Yes
C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
C#;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
null
npm;Vercel;Vite;Webpack
npm;Vercel
npm;Vercel
NA NA
Yes
Express;Next.js;Node.js;React;WordPress
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
null
Doxygen;GitHub;Jira;Trello
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers
Deployment and monitoring
Testing code;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;Other (write in):
null
null
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 automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
null
null
null
29,014
29,015
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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);Other online resources (e.g. standard search, forum, online community)
9
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
8
3
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;PowerShell;SQL
C;C#;C++;Go;Python
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB
null
null
NA NA
Yes
Docker;Maven (build tool);Prometheus;Splunk
null
null
NA NA
No
null
null
null
NA NA
Yes
Cline and/or Roo;IntelliJ IDEA;Notepad++;Visual Studio Code
Claude Code
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);iPadOS
Windows
Confluence;GitHub;Jira;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Medium;Company-sponsored forums
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models)
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning
null
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Hell no. If I am not instructing the model in extreme detail on implementing boiler plate code I'm doing it myself. Extreme control over everything and mastery of understanding.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
MCP servers
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 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 helped me automate repetitive tasks.;Write in the most significant benefit if not listed above.
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT
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 h...
All of them
125,000
3
29,015
29,016
I am a developer by profession
Prefer not to say
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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);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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Games or coding challenges
17
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
20
20
Germany
EUR European Euro
null
Yes
C++;HTML/CSS;JavaScript;PHP;Python
null
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Astro;Django
null
null
NA NA
Yes
Visual Studio
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Ubuntu;Debian
null
GitHub;Markdown File
null
null
Leantime NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
Write in the most significant benefit if not listed above.
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
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
All, LLMs are way worse at solving real problems as marketing of openai, microsoft, google etc. suggests. The google AI made google search worse. Nearly everything it puts out when I do research is based on misunderstandings. If you do real software engineering AI is nearly useless. It's pretty bad at understanding. It...
null
7
29,016
29,017
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.);Volunteering (regularly)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
14
Developer, desktop or enterprise applications
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
Robust and complete API NA
Ethical concerns NA
Other:
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
35
5
United States of America
USD United States dollar
105,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;SQL;VBA;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Notepad++;Visual Studio
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
GitHub;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
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
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Heck no.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
null
105,000
10
29,017
29,018
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
UX, Research Ops or UI design professional
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Retail and Consumer 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
125,000
Yes
HTML/CSS;JavaScript
HTML/CSS;JavaScript
HTML/CSS;JavaScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
jsfiddle NA
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange;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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
planning and collaborating with each other
125,000
null
29,018
29,019
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
9
Developer, back-end
Less than 20 employees
Individual contributor
Remote
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
5
5
Serbia
EUR European Euro
27,600
Yes
HTML/CSS;JavaScript;PHP;SQL
Go
null
NA NA
Yes
MySQL;Oracle;Redis
MariaDB;MongoDB;PostgreSQL;SQLite;Supabase;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Heroku;npm;Vercel;Vite;Webpack
Digital Ocean;Kubernetes;Supabase
null
NA NA
Yes
Drupal;Laravel;Node.js;Vue.js;WordPress
null
null
NA NA
Yes
Claude Code;Notepad++;Visual Studio Code
PhpStorm
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows
Ubuntu
GitHub;GitLab;Linear;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;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
Neither trust nor distrust
Neither good or bad 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;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
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 Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I 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
Thinking
32,020
8
29,019
29,020
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
11
Student
null
null
null
null
School
Reliability and low latency NA
Prohibitive pricing NA
null
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
3
3
Hungary
HUF Hungarian forint
0
Yes
Assembly;C;C#;C++;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Digital Ocean;Docker;Google Cloud;Heroku;Microsoft Azure
null
null
NA NA
Yes
Express;Node.js
React;Vue.js
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Doxygen
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
Documenting code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code
Committing and reviewing code
Project planning
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, It's easy to crave in and use AI for the most simple problems, but that just makes me a professional google user, not an actual developer, who actually understands how the project works.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 h...
Critical Thinking and Personalization to the user's needs.
null
10
29,020
29,021
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.)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
45
Data engineer
10,000 or more employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Healthcare
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
3
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);Python;SQL
Python;SQL
Python;SQL
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;Pip
Pip
Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Microsoft Fabric;uv
uv
uv
null
null
Windows;iOS;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Other (write in): Read the answer to the question I searched for
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
NO
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;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;Microsoft Copilot
null
When I want to learn best practices
null
null
9
29,021
29,022
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
19
Architect, software or solutions
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
20
10
United States of America
USD United States dollar
190,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
Sumologic, Amazon Table Storage Sumologic, Amazon Table Storage
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
Angular
Angular
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;iOS
Windows
Asana;Azure Devops;Confluence;GitHub;Jira
Asana;Azure Devops;Confluence;GitHub
Asana;Azure Devops;Confluence;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Bad at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
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
Absolutely not. It's fine for experimentation, but unacceptable for production applications.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
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
null
190,000
5
29,022
29,023
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
10
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
29,023
29,024
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
50
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;Stack Overflow or Stack Exchange
59
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
3
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
30,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
null
null
JQuery NA
Yes
MariaDB;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;npm
null
null
NA NA
Yes
jQuery;Laravel;Symfony
null
null
NA NA
Yes
PhpStorm
null
null
Gemini NA
Google Gemini
null
null
null
null
null
Ubuntu;Debian;Linux (non-WSL)
GitHub;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Search for answers;Other (write in):
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 about a codebase;Writing code;Learning new concepts or technologies
null
null
Other (write in):
Can’t see how to modify code in a proprietary app. What would you ask?
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Other Industry purpose (write in):
Integration with external agents and APIs
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
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
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.;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.
null
null
null
null
null
null
Replit AI
ChatGPT;Google Gemini;Replit
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code
Refining and debugging code
40,842
5
29,024
29,025
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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
null
30
Academic researcher
5,000 to 9,999 employees
Individual contributor
In-person
No
null
null
null
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
90,000
Yes
Bash/Shell (all shells);C++;JavaScript;Python
null
null
Haskell NA
Yes
PostgreSQL;SQLite
null
null
NA NA
Yes
APT;Docker;Make;npm;Pip
null
null
uv, pixie NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
uv
null
null
null
null
Ubuntu
null
GitHub
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
A few times per week
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.);Chat (bot/AI)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code
null
null
null
null
null
Yes, somewhat
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 reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
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
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
null
24,561
null
29,025
29,026
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);AI CodeGen tools or AI-enabled apps
null
null
3
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
null
null
null
Insurance
null
No
null
null
null
Armenia
AMD Armenian dram
null
Yes
JavaScript;Lisp;PHP
Lisp;PHP
Lisp;PHP
NA NA
Yes
null
null
null
NA NA
Yes
Docker
Docker
Docker
NA NA
Yes
Express;Laravel
Laravel
Laravel
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
Emacs Emacs
null
null
null
null
null
Windows;MacOS
Windows;MacOS
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
29,026
29,027
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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 didn't spend time learning in the past year
null
5
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
130,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
OCaml;Rust
null
NA f*
No
null
null
null
NA NA
Yes
Docker;Firebase;Google Cloud
Terraform
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
null
null
NA NA
Pydantic
null
null
Effect.ts
null
MacOS
MacOS
Linear
null
null
NA NA
Stack Overflow;Discord;Reddit
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;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
Writing code;Debugging or fixing code;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. I use LLMs to help with small parts of the code, to help me debug something, or to answer general questions. But I do not have it write code for me.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
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
Knowing how to fix other people's buggy AI code, communication skills
130,000
6
29,027
29,028
I code primarily as a hobby
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
29,028
29,029
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)
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);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
17
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Government
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
3
3
United States of America
USD United States dollar
154,000
Yes
Bash/Shell (all shells);C++;Go;Java;Lua;Python;Rust;SQL;Swift
Bash/Shell (all shells);Lua;Python;Swift
Bash/Shell (all shells);Lua;Python;Swift
NA NA
Yes
SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Nano;Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code;Xcode
Neovim;Vim;Visual Studio Code
NA NA
uv
Ollama;uv
uv
null
null
Windows;MacOS;Ubuntu;iOS;Linux (non-WSL);Fedora
Windows;Linux (non-WSL);Red Hat
GitHub;GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
No
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.)
Bookmark posts to look at later NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
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
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;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...
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 h...
null
154,000
1
29,029
29,030
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;School (i.e., University, College, etc)
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)
3
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
0
Peru
PEN Peruvian sol
null
Yes
HTML/CSS;Java;JavaScript;Python;SQL
Go
null
NA NA
Yes
PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;Node.js;React
Astro;FastAPI
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Arch
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
Deployment and monitoring
I don’t use AI tools regularly
Only for simple algoritms or specific functions. Very isolated from the project in general
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Language processing;Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have 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 reduced the time spent on specific development tasks.
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
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
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
etics, quality, security
null
9
29,030
29,031
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
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);Blogs or podcasts;Bo...
40
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
Australia
AUD Australian dollar
180,000
Yes
Elixir;TypeScript
Rust;Swift;Zig
null
NA NA
Yes
PostgreSQL;Redis
Neo4J;PostgreSQL;Supabase
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;Make;New Relic;npm;Pip;Vercel;Yarn
Supabase
null
Fly.io Fly.io
Yes
Node.js;Phoenix
Phoenix
Phoenix
NA NA
Yes
Cursor;Vim;Visual Studio Code
Claude Code;Cursor;Zed
Cursor
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui;Ollama
RAG
null
MCP
MCP
MacOS;Ubuntu;Debian
MacOS;Ubuntu;Debian
Confluence;GitHub;Jira;Monday.com
GitHub;GitLab;Miro;Monday.com
GitHub;Monday.com
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Job board
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
A bit
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
MCP servers
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 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.;AI agents have reduced the time spent on specific development tasks.
null
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
Ollama
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’m stuck and can’t explain the problem
null
117,017
5
29,031
29,032
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
15
Academic researcher
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
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
29,032
29,033
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)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;G...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
13
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
12
8
Ukraine
UAH Ukrainian hryvnia
84,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;MicroPython;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;MicroPython;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;MicroPython;Python;Scala;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Firebase;Heroku;Homebrew;Kubernetes;Make;Microsoft Azure;Netlify;npm;Pip;pnpm;Podman;Prometheus;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Firebase;Heroku;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;Pip;pnpm;Podman;Prometheus;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Firebase;Heroku;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;Pip;pnpm;Podman;Prometheus;Terraform;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Express;FastAPI;Fastify;Flask;jQuery;NestJS;Next.js;Node.js;React;Svelte;Vue.js
Express;FastAPI;Fastify;Flask;jQuery;NestJS;Next.js;Node.js;React;Svelte;Vue.js
Express;FastAPI;Fastify;Flask;jQuery;NestJS;Next.js;Node.js;React;Svelte;Vue.js
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code;WebStorm;Xcode
IntelliJ IDEA;Vim;Visual Studio Code;WebStorm;Xcode
IntelliJ IDEA;Vim;Visual Studio Code;WebStorm;Xcode
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;iOS
MacOS
Airtable;Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Notion
Airtable;Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Notion
Airtable;Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
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
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Search for answers;Learning new concepts or technologies
null
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Sometimes
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
To understand main patterns and how system works
2,013
null
29,033
29,034
I am learning to code
Prefer not to say
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Other (please specify):
5
Student
null
null
null
null
Personal Project
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
null
Yes
C++;HTML/CSS;Java;JavaScript;Python
C++;Python
C++;Python
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
React
React
React
Pygbag, React Native Pygbag, React Native
Yes
Android Studio;Claude Code;Cline and/or Roo;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Android Studio;Claude Code;Cline and/or Roo;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;WebStorm
Android Studio;Claude Code;Cline and/or Roo;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
ChatGPT, MSFT CoPilot ChatGPT, MSFT CoPilot
null
null
null
null
null
Windows;iOS;iPadOS
Windows;ChromeOS
GitHub;Markdown File;Trello
GitHub;Google Workspace;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Predictive analytics
null
Testing code
Learning about a codebase;Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Whenever I am coding something for which doing the task is very difficult, I don't know how to do it (e.g. web dev), or I need to debug code that isn't entirely mine.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Decision intelligence;Robotics;Other Industry purpose (write in):
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 improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
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:
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Still know a lot of CS
null
null
29,034
29,035
I used to be a developer by profession, but no longer am
18-24 years old
Primary/elementary school
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
29,035
29,036
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, back-end
10,000 or more employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Fintech
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
4
4
Russian Federation
RUB Russian ruble
5,720,000
Yes
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;SQL
Bash/Shell (all shells);Go;SQL
NA NA
Yes
PostgreSQL;Redis;Clickhouse
PostgreSQL;Redis;Clickhouse
PostgreSQL;Redis;Clickhouse
NA NA
Yes
Docker;Homebrew;Kubernetes;Make;Prometheus;Yandex Cloud
Docker;Homebrew;Kubernetes;Make;Prometheus;Yandex Cloud
Docker;Homebrew;Kubernetes;Make;Prometheus;Yandex Cloud
NA NA
No
null
null
null
NA NA
Yes
Zed
Zed
Zed
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Miro
GitHub;GitLab;Miro
GitHub;GitLab;Miro
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Neutral
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;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code;Testing code
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
I am concerned about the accuracy of the information provided by AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
72,984
10
29,036
29,037
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (full-time)
100
Yes, I am new to coding or currently a student
Coding Bootcamp
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
29,037
29,038
I am a developer by profession
18-24 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
null
null
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
1
Finland
EUR European Euro
25,000
Yes
C#;GDScript;HTML/CSS;JavaScript;Python;SQL
C#;GDScript;HTML/CSS;SQL
C#;GDScript;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;Ninja;npm;NuGet;Pip
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;jQuery
jQuery;Svelte
jQuery
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;iOS
Windows
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;YouTube;Twitch
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
No, not really
More than half the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Testing code
Project planning;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
Documenting code;Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;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 want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
29,004
6
29,038
29,039
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
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Other (please specify):
20
Architect, software or solutions
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Energy
null
No
I have strongly considered changing my career and/or the industry I work in
10
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
150,000
Yes
C#;JavaScript;PowerShell;Python;TypeScript
null
null
M Jai
Yes
MariaDB;PostgreSQL
Cosmos DB;Snowflake;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Pip;Podman
null
null
winget NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code
null
null
edit, notepad NA
.NET 8 or higher;Large Language Model;Google Gemini;Ollama
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Wikis
null
null
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);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 weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Committing and reviewing code
Learning about a codebase;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
To explore a problem yes. To actually develop anything more than trivial, scripting or code blocks: no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;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
architecture, understanding non-functional requirements or other implicit requirements
204,212
null
29,039
29,040
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
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;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., Universit...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
3
Academic researcher
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Connected to an open-source project NA
Prohibitive pricing NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
10
10
Mexico
MXN Mexican peso
180,000
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
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9,475
null
29,040
29,041
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
4
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
Developer, back-end
null
null
null
No
Work
null
null
Manufacturing
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
15,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;TypeScript
null
null
NA NA
Yes
MongoDB
null
null
NA NA
null
Amazon Web Services (AWS);APT;Docker;Pip;Yarn
null
null
NA NA
Yes
ASP.NET Core;Astro;FastAPI;React
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Pydantic;Shadcn/ui;uv
Tailwind CSS 4;Pydantic;Shadcn/ui;uv
Tailwind CSS 4;Pydantic;Shadcn/ui;uv
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Linear
Linear
Linear
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Writing code;Deployment and monitoring
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
Shit
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
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
null
2,731
8
29,041
29,042
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
25
Developer, front-end
Less than 20 employees
Individual contributor
Remote
No
Work
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
7
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
45,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;Python;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;Python;Rust;TypeScript
NA NA
Yes
MySQL;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Homebrew;npm;Pip;pnpm;Vite;Webpack;Yarn
Cargo;Homebrew;pnpm;Vite
Cargo;Homebrew;pnpm;Vite
NA NA
Yes
FastAPI;jQuery;Node.js;React;Vue.js
FastAPI;Svelte;Vue.js
FastAPI;Vue.js
NA NA
Yes
Cursor;Rider;Visual Studio Code
Cursor
Cursor
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama
Large Language Model;Pydantic;RAG;Google Gemini;Ollama
null
null
MacOS;iOS
MacOS
Clickup;GitHub;Google Colab;Markdown File;Trello
GitHub;Linear;Markdown File;Notion;Obsidian
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Predictive analytics
null
null
AI solutions that are almost right, but not quite
No, 'vibe coding' is not a part of my professional workflow.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;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.;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.;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
Ollama
null
null
null
ChatGPT;GitHub Copilot;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
Project management, decision making, code review, tech stack review, deciding on features, UI, UX.
61,264
7
29,042
29,043
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
8
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Other:
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Mexico
MXN Mexican peso
1,500,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Python;Swift
null
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React
Django
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
Glean, ChatGPT NA
null
null
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Wikis
Notion;Obsidian
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
Project planning;Predictive analytics;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
kind of. Starting work is usually daunting and hard for me and AI fills that gap greatly. But then I excel at improving code, so I do that quite a lot.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Multi-platform search enablement;MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Glean (Enterprise Agents)
Cursor (claude)
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
requirement gathering, presenting technical information, debating options, debugging, understanding documentation,
78,959
8
29,043
29,044
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)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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)
9
AI/ML engineer
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Good brand and public image NA
Poor usability 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
10
6
United States of America
USD United States dollar
200,000
Yes
Python;TypeScript
Python;TypeScript
Python;TypeScript
NA NA
Yes
PostgreSQL;Clickhouse
PostgreSQL;Clickhouse
PostgreSQL;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);Supabase;Vercel
Amazon Web Services (AWS);Supabase;Terraform;Vercel
Amazon Web Services (AWS);Supabase;Vercel
NA NA
Yes
Next.js;React
React
React
NA NA
Yes
Bolt;Claude Code;Cursor;Jupyter Notebook/JupyterLab
Bolt;Claude Code;Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab
Bolt;Claude Code;Cursor;Jupyter Notebook/JupyterLab
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS
MacOS
GitHub;Linear
GitHub
GitHub
NA NA
Hacker News;X;Substack
Hacker News;X;Substack
Hacker News;X;Substack
NA NA
Yes
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
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Not sure
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well 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
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
Agent/multi-agent orchestration;MCP servers
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 spen...
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 se...
null
null
Redis;supabase
null
Agno;AutoGen (Microsoft);CrewAI;IBM watsonx.ai;OpenRouter
null
null
AgentOps
ChatGPT;Claude Code;Devin AI
null
null
null
200,000
9
29,044
29,045
I am learning to code
18-24 years old
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Coding Bootcamp
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
29,045
29,046
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (full-time)
2
Yes, I am new to coding or currently a student
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
5
Developer, AI apps or physical AI
null
null
null
null
Work
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
5
4
United Arab Emirates
AED United Arab Emirates dirham
200,000
Yes
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog
null
null
NA NA
No
null
null
null
NA NA
Yes
Composer
Heroku
null
NA NA
null
Angular;AngularJS
null
null
NA NA
null
Aider
Zed
null
NA Ok
Polars
null
null
null
null
Windows;MacOS;Ubuntu;NixOS
Windows;MacOS;Ubuntu;NixOS
Airtable;Asana;Clickup;Doxygen;Miro
YouTrack
null
NA NA
null
null
null
NA NA
Yes
Alibaba Cloud Qwen models
null
null
NA NA
Yes
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Direct messaging of users
null
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well 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;Other (write in):
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;Marketing
Multi-platform search enablement;Agent/multi-agent orchestration
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
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 improved collaboration within my team.;Write in the ...
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 se...
null
null
Fireproof;GitHub MCP Server;ChromaDB;LangMem
null
AutoGen (Microsoft);CrewAI;IBM watsonx.ai
null
Adversarial Robustness Toolbox (ART)
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
54,460
null
29,046
29,047
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
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);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
Videos (not associated with specific online course or certification);Blogs or podcasts
1
Cybersecurity or InfoSec professional
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
6
3
Ukraine
UAH Ukrainian hryvnia
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;PowerShell;Python
Bash/Shell (all shells);Go;Python
Bash/Shell (all shells);Python
C++, PowerShell, Bash/Shell, Python NA
Yes
BigQuery;MySQL;Neo4J
Elasticsearch
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;Kubernetes;Podman;Splunk
Ansible;Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Microsoft Azure;Prometheus;Splunk;Terraform
Docker;Google Cloud;Kubernetes;Splunk
NA NA
No
null
null
null
NA NA
null
Vim;Visual Studio;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
null
GitHub;GitLab;Obsidian
Azure Devops;GitHub;GitLab;Google Colab;Obsidian
GitHub;GitLab;Obsidian
NA NA
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 1 and 3 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
Not sure
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):
No, not at all
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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 pla...
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I 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
Critical thinking, that's self-explanatory, one would never not benefit from having this. Next, is a different-level visionary, meaning ability to understand code by its primary functions and what it does, and by its goal, structure and alike
null
null
29,047
29,048
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
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;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 required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
17
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
6
4
Brazil
BRL Brazilian real
950,000
Yes
Elixir;Go;JavaScript;SQL
Elixir;SQL
Elixir;SQL
Elixir, Go Elixir
Yes
MongoDB;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL, MongoDB, Redis PostgreSQL
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;New Relic
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
FlyIO, AWS, Docker FlyIO, AWS, Docker, Appsignal
Yes
Express;Phoenix;React
Phoenix
Phoenix
Phoenix, Express, React Phoenix
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code;Zed
Cursor;Visual Studio Code
VS Code, Cursor Zed
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
MacOS
MacOS
GitHub;Linear;Markdown File;Notion
GitHub;Linear;Markdown File;Notion
GitHub;Linear;Markdown File;Notion
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
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
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Videos;Job board;Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Committing and reviewing code;Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;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;It’s hard to understand how or why the code works
No, it isn't. IA mostly autocompletes things I was going to type, it doesn't code for me
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Customer service support;Marketing
MCP servers
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 accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
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’m stuck and can’t explain the problem
Discovery, Plan and break into executable pieces complex problems, debugging and fixing issues
172,935
4
29,048
29,049
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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
null
12
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
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
29,049
29,050
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
22
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Good brand and public image NA
Security or privacy concerns NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
3
Germany
EUR European Euro
115,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
null
null
NA NA
Yes
H2;InfluxDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Ansible;Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;Podman;Prometheus;Terraform
null
null
NA NA
Yes
Angular;Node.js;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
null
null
NA NA
Large Language Model;Ollama
null
null
null
null
MacOS;iOS;Debian
MacOS;iOS
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Coding challenges;Job board
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
Indifferent
Somewhat trust
Bad at handling complex tasks
Documenting code;Testing code;Learning new concepts or technologies
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;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;I’ve become less confident in my own problem-solving
partly
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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
Snyk;Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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, understanding human problems
133,417
10
29,050
29,051
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Associate degree (A.A., A.S., 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
100
Data or business analyst
null
null
null
null
School
Robust and complete API NA
Inefficient or time-costly NA
null
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
Ethiopia
ETB Ethiopian birr
1,000
null
Ada;Assembly;Bash/Shell (all shells);COBOL;F#
Ada;Bash/Shell (all shells);COBOL
Ada;Bash/Shell (all shells);COBOL
NA NA
null
Databricks SQL;Elasticsearch;H2;IBM DB2;InfluxDB
Cassandra;Cosmos DB;Datomic;Dynamodb;Firebase Realtime Database;MariaDB;Valkey
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
No
null
null
null
NA NA
null
Eclipse;Nano
Cline and/or Roo
null
Hin fayadamene Eyee
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Multiple times per day
I don't use Stack Overflow
Daily or almost daily
Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
More than half the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
null
29,051
29,052
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Colleague or on-the-job training
9
Student
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
School
AI integration or AI Agent capabilities NA
null
Higher Education
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Ireland
GBP Pound sterling
null
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Heroku;npm;Pip;Vite
Pip;Vite
Pip;Vite
uv uv
Yes
FastAPI;React
FastAPI;Next.js;React
FastAPI;React
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Polars;Large Language Model;Pydantic;RAG;Ollama;uv
Polars;Large Language Model;Pydantic;RAG;uv
Polars;Large Language Model;Pydantic;RAG;uv
null
null
Ubuntu
MacOS;Ubuntu
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot 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)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI 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)
null
Neutral
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;Writing code;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
Project planning;Debugging or fixing code;Predictive analytics
Testing code
null
AI solutions that are almost right, but not quite
Yes, in specific, non-critical cases
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Language processing
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;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.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something
Critical thinking, creativity
null
null
29,052
29,053
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
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
41
Architect, software or solutions
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
15
10
Sweden
SEK Swedish krona
750,000
Yes
C#;Python;SQL
C#;Python;SQL
C#;Python;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;GitHub;Jira;Markdown File;Wikis
Azure Devops;GitHub;Markdown File;Wikis
Azure Devops;GitHub;Markdown File;Wikis
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
null
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, I don't need to produce bad code faster
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 have ethical or security concerns about code
Thinking, feeling, laughing
78,616
7
29,053
29,054
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
38
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
40
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
Australia
AUD Australian dollar
222,000
Yes
C#;HTML/CSS;PowerShell;SQL
C#;HTML/CSS;PowerShell;SQL
C#;HTML/CSS;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
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;Microsoft Fabric
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;GitHub;Markdown File;Microsoft Planner
Azure Devops;GitHub;Markdown File;Microsoft Planner
Azure Devops;GitHub;Markdown File;Microsoft Planner
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
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;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
Documenting code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
A little but it can be frustrating. Its great when it works.
Yes, I use AI agents at work monthly or infrequently
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
Write in the most significant benefit if not listed above.
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.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Ollama;Semantic Kernel
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot;AgentGPT;Perplexity
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
We will still need to understand code for when AI gets it wrong or gets itself in a bad loop.
144,321
10
29,054
29,055
I am learning to code
Prefer not to say
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly)
null
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
29,055
29,056
I am learning to code
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
4
Data engineer
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Fintech
null
No
I have somewhat considered changing my career and/or the industry I work in
20
14
United States of America
USD United States dollar
360
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
Very favorable
Highly trust
Very well at handling complex tasks
Predictive analytics;Search for answers
null
null
Learning about a codebase;Writing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works;I haven’t encountered any problems
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
360
null
29,056
29,057
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
7
Student
null
null
null
null
School
Connected to an open-source project NA
Security or privacy concerns NA
null
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
10
6
Turkey
TRY Turkish lira
null
Yes
Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
NA NA
Yes
Cloud Firestore;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cargo;Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Gradle;Make;Maven (build tool);npm;NuGet;Pacman;Pip;pnpm;Railway;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Bun;Cloudflare;Digital Ocean;Docker;Kubernetes;Maven (build tool);Pacman;pnpm;Terraform;Vite
Amazon Web Services (AWS);APT;Bun;Cloudflare;Digital Ocean;Docker;Maven (build tool);Pacman;pnpm;Vite
dnf opentofu
Yes
ASP.NET Core;Express;Next.js;Node.js;React;Spring Boot
ASP.NET Core;Astro;React;Spring Boot
ASP.NET Core;React;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code;Zed
Android Studio;IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;RAG;Shadcn/ui;Ollama
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui;Ollama
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui;Ollama
null
null
Arch
Arch
Clickup;GitHub;GitLab;Google Workspace;Markdown File;Notion;Obsidian;Trello
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;Kaggle;YouTube;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
I don't use Stack Overflow
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Creating or maintaining documentation
null
Testing code;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, not at all.
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Solving complex problems, security auditing
null
5
29,057
29,058
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
null
null
null
null
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
29,058
29,059
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Games or coding challenges
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Other (please specify): Best practises of software design
null
Energy
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
null
Italy
EUR European Euro
33,000
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
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Other (write in): Ready Q&A for troubleshooting
Neutral
null
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
38,285
6
29,059
29,060
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.)
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
18
AI/ML engineer
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
Other (please specify): It fully fulfills the company's use case for it
Availability of better alternatives NA
Software Development
Other (please specify): Healthy culture and work-life balance
No
I have neither consider or transitioned into a new career or industry
8
4
United States of America
USD United States dollar
160,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Perl;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MySQL
null
null
NA NA
Yes
Composer;Docker;Homebrew;Make;npm;Pip;pnpm;Vite
Bun;npm;pnpm;Vite
npm;pnpm;Vite
NA NA
Yes
jQuery;Node.js;React;Svelte;Vue.js
Node.js;Svelte;Vue.js
Node.js;Svelte;Vue.js
NA NA
Yes
Cline and/or Roo;Cursor;Vim;Visual Studio Code
Cursor
Cursor
NA NA
Large Language Model;Amazon Bedrock;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
Windows;MacOS;iOS;iPadOS
MacOS
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion;Obsidian;Trello;Wikis
GitHub;Google Workspace;Markdown File;Notion;Obsidian;Wikis
GitHub;Google Workspace;Markdown File;Notion;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack
NA NA
Yes
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI R...
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
null
null
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I frequently use AI to code as part of my professional development work, but I always actually read through all the code and make sure I understand it before moving on. The only code I really vibe code on professionally is where I need a quick proof of concept and don't actually plan to maintain the code long-term.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;Data and analytics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have 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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
null
GitHub MCP Server
null
AutoGen (Microsoft);Amazon Bedrock Agents
null
null
promptfoo
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Perplexity;Bolt.new;Lovable.dev
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Planning, architecting, transforming vague ideas into detailed product specifications, finding opportunities to provide value, connecting to others
160,000
8
29,060
29,061
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
6
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
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
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
India
INR Indian rupee
null
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Rust
null
NA NA
Yes
PostgreSQL;Redis;SQLite;Supabase
null
null
NA NA
Yes
Cloudflare;Docker;npm;Supabase;Vite
null
null
NA NA
Yes
React
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm
null
null
NA NA
Tailwind CSS 4;hostinger;Large Language Model;Google Gemini;Shadcn/ui
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;X;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
Writing code
null
null
Search for answers
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
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 have ethical or security concerns about code
Just like how we transitioned from Notepad to Intellij IDEA, there will be a transition to AI-assisted coding. At present, if we see someone typing code in Notepad, we feel sorry for how they are outdated and lagging behind. The same thing will be felt in 2-3 years when someone is programming without getting help from...
null
10
29,061
29,062
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
22
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
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);Online Courses or Certification (includes all media types);Blogs or podcasts
27
Developer, back-end
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,062
29,063
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
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Ethical concerns NA
Manufacturing
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
8
null
United States of America
USD United States dollar
135,000
Yes
Bash/Shell (all shells);C;C++;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Visual Studio;Visual Studio Code
null
null
Theia NA
null
null
null
null
null
Ubuntu;Android
Windows;Debian;Linux (non-WSL)
Jira
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube;Medium
null
null
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
135,000
9
29,063
29,064
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.)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Other:
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
4
United States of America
USD United States dollar
55,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
Go;Rust
null
NA NA
Yes
Microsoft SQL Server;MySQL
Cassandra;PostgreSQL;Redis
null
NA NA
Yes
Docker;npm;Pip;pnpm;Vite
Cargo;Docker;pnpm;Vercel;Vite
Docker;pnpm;Vite
NA NA
Yes
Node.js;Svelte
Svelte
Svelte
NA NA
Yes
Neovim;Visual Studio Code
Visual Studio Code;VSCodium
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
Bitbucket NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot 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;Other (write in):
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
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite
Not yet, but potentially in the future
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
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
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
'- Creativity and project management - Able to understand code and troubleshoot effectively when AI is wrong - Know how to rigorously test codebases against changes made by AI
55,000
8
29,064
29,065
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (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);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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
25
DevOps engineer or professional
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API Good documentation
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
25
15
United States of America
USD United States dollar
205,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Snowflake
Cosmos DB;Dynamodb;MongoDB;MySQL;PostgreSQL;Redis;Snowflake
Cosmos DB;Dynamodb;MongoDB;MySQL;PostgreSQL;Redis;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Datadog;Docker;Firebase;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Prometheus;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Datadog;Docker;Homebrew;Kubernetes;npm;Pip;Prometheus;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;npm;Pip;Prometheus;Terraform;Vite;Webpack;Yarn
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;FastAPI;Node.js;React;Symfony
FastAPI;Node.js;React
FastAPI;Node.js;React
NA NA
Yes
Claude Code;Nano;Visual Studio;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
.NET 8 or higher;Microsoft Fabric;uv
Pydantic;RAG;Ollama;uv
uv
null
null
MacOS;iOS
Windows;MacOS;Ubuntu;Linux (non-WSL)
Azure Devops;Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello
GitHub;GitLab;Markdown File;Notion
GitHub;GitLab;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per 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
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
Documenting code;Testing code;Predictive analytics
Search for answers
AI solutions that are almost right, but not quite;Other (write in):
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Security, ethics, architecture, optimization.
205,000
5
29,065
29,066
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
4
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
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
Indifferent
Highly distrust
Very poor 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
29,066
29,067
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
2
Data engineer
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,067
29,068
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Games or coding challenges
null
null
null
Cybersecurity or InfoSec professional
100 to 499 employees
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
School
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
29,068
29,069
I used to be a developer by profession, but no longer am
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
42
Other (please specify):
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
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
29,069
29,070
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
22
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Government
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
8
United States of America
USD United States dollar
135,000
Yes
C#;Go;HTML/CSS;JavaScript;PowerShell;SQL
C#;Go;HTML/CSS;JavaScript;PowerShell;SQL
C#;Go;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;Redis;SQLite
Microsoft SQL Server
NA NA
Yes
Chocolatey;Microsoft Azure;MSBuild;NuGet
Chocolatey;Microsoft Azure;MSBuild;NuGet
Chocolatey;Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;jQuery
ASP.NET;ASP.NET Core;Blazor;jQuery;React;Vue.js
ASP.NET;jQuery
NA NA
Yes
Neovim;Notepad++;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium
Neovim;Notepad++;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium
Neovim;Notepad++;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Markdown File;Notion
Azure Devops;GitHub;Markdown File;Notion
Azure Devops;GitHub;Markdown File;Notion
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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 monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Committing and reviewing code
Project planning
Writing code;Testing code;Deployment and monitoring;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;I don’t use AI tools regularly
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have 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 helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Haven't used AI enough to say.
135,000
6
29,070
29,071
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)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
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)
11
Data engineer
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
10
4
Portugal
EUR European Euro
26,000
Yes
Python;R;SQL
JavaScript;Kotlin;Python;Rust;Scala;SQL;TypeScript
Python;SQL
NA NA
Yes
IBM DB2
Elasticsearch;MongoDB;Redis;Amazon Redshift
null
NA NA
Yes
Docker;IBM Cloud;Pip;Poetry
Docker;Kubernetes;npm;Prometheus
Docker
NA NA
Yes
Flask
FastAPI;Flask;Nuxt.js
Flask
NA NA
Yes
IntelliJ IDEA;Nano;PyCharm
IntelliJ IDEA;Nano;PyCharm;Visual Studio Code
IntelliJ IDEA;Nano;PyCharm
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitLab;Jira;Markdown File;Microsoft Planner;Wikis
Confluence;GitLab;Jira;Markdown File;Microsoft Planner;Wikis
Confluence;GitLab;Jira;Markdown File;Microsoft Planner;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Other (write in):
Project planning;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
null
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
null
30,164
7
29,071
29,072
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
4
DevOps engineer or professional
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
7
7
Philippines
PHP Philippine peso
null
Yes
Bash/Shell (all shells);Go;Lua;Python;Zig
Bash/Shell (all shells);Go;Lua;Rust;Gleam
Bash/Shell (all shells);Go;Lua
Odin Odin
Yes
MongoDB
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;npm;Pip
Amazon Web Services (AWS);Cloudflare;Datadog;Docker
Amazon Web Services (AWS);Cloudflare;Datadog;Docker
NA NA
Yes
Next.js;WordPress
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
Google Gemini;uv
Google Gemini;uv
Google Gemini;uv
null
null
MacOS;Ubuntu;Debian
MacOS;Ubuntu;Debian
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Discord;Reddit
Discord;Reddit
Discord;Reddit
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Reka (Flash 3 or other Reka models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Deployment and monitoring
null
null
Creating or maintaining documentation
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
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
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
everything
null
9
29,072
29,073
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Not employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
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);Stack Overflow or Stack Exchange
10
Developer, front-end
null
null
null
null
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
null
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
10
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
Dart;Go;HTML/CSS;JavaScript;Kotlin;Python;Ruby;Rust;TypeScript
HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;npm;Pacman;Pip;Webpack;Yarn
Chocolatey;npm;Pacman;Pip;Webpack;Yarn
Chocolatey;npm;Pacman;Pip;Webpack;Yarn
NA NA
Yes
Django;Laravel;React
Angular;AngularJS;Django;FastAPI;Flask;React;Vue.js
Django;React
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio;Visual Studio Code
Aider;Neovim;Vim
null
Continue NA
Large Language Model;Google Gemini;Ollama
null
null
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL);Arch
Windows;iOS
GitHub;GitLab;Google Colab;Google Workspace;Monday.com;Obsidian;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Neutral
More than half the time
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Documenting code;Search for answers
Learning about a codebase;Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring
Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, I tried it for a bit, but it was way slower than reading documentation.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation
Multi-platform search enablement;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 se...
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;Fireproof;Pinecone
null
Llama Index;Ollama;OpenRouter;LangChain;Zapier
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Cybersecurity and hardening code.
null
1
29,073
29,074
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Employed
Attending school (part-time)
38
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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
24
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Other:
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
20
null
United States of America
USD United States dollar
230,000
Yes
C#;HTML/CSS;JavaScript;R;SQL;TypeScript
Assembly;C#;HTML/CSS;JavaScript;Python;R;TypeScript
C#;HTML/CSS;JavaScript;R;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;MSBuild;npm;NuGet;Podman;Splunk
Amazon Web Services (AWS);Ansible;Docker;npm;NuGet;Podman;Splunk;Terraform
Amazon Web Services (AWS);Docker;npm;NuGet;Podman;Splunk
NA NA
Yes
Angular;ASP.NET Core;Blazor;React
ASP.NET Core;FastAPI;Next.js;Vue.js
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;RAG;Ollama
.NET 8 or higher;RAG;Ollama
.NET 8 or higher;RAG;Ollama
null
null
MacOS
MacOS
Jira;Trello
Azure Devops;Jira
Jira
NA NA
Stack Overflow;Discord;Reddit;YouTube;Substack
Stack Overflow;Discord;Reddit;YouTube;Substack
Stack Overflow;Discord;Reddit;YouTube;Substack
NA NA
null
Meta Llama (all models);Mistral AI models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Chat (bot/AI)
Use discussion or chat feature NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Debugging or fixing code
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Committing and reviewing code;Learning new concepts or technologies
Documenting code;Testing code
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is not part of my development workflow.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Vector databases for AI applications
AI agents have helped me solve complex problems more effectively.
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 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.
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
Weaviate
Elasticsearch
CrewAI;Ollama;LangChain
null
null
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something
Solutioning/Architecting. You will still need to know what you're building, just not how.
230,000
7
29,074
29,075
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
2
Poland
PLN Polish zloty
240,332
Yes
Bash/Shell (all shells);C++;Elixir;Go;Python
Bash/Shell (all shells);C;Go;Python;Zig
Bash/Shell (all shells);Go;Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Homebrew;Make;Microsoft Azure;Pip;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Docker;Make;Splunk;Terraform
Amazon Web Services (AWS);Docker;Make;Splunk;Terraform
NA NA
No
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
vi vi
null
null
null
null
null
MacOS;Fedora
MacOS;Fedora;NixOS
GitHub;GitLab;Google Colab;Jira;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor 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
65,586
6
29,075
29,076
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
13
Developer, front-end
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
29,076
29,077
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.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, full-stack
I don’t know
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Security or privacy concerns NA
Fintech
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Mexico
MXN Mexican peso
275,000
Yes
Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;PowerShell;Python;SQL;Swift;TypeScript
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Cloud Firestore;Elasticsearch;Firebase Realtime Database;Redis;Supabase
null
NA NA
Yes
Bun;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;npm;pnpm;Podman;Vite;Webpack;Yarn
Cargo;Datadog;Kubernetes;Maven (build tool);Netlify;Supabase;Terraform;Vercel
null
NA NA
Yes
Angular;Astro;Deno;Express;jQuery;NestJS;Node.js;React
Astro;Deno;Express;NestJS;Node.js;React;Spring Boot;Svelte;Vue.js
Astro;Deno;Express;NestJS;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Neovim;Vim;Visual Studio Code;WebStorm;Xcode;Zed
Nano;Neovim;Vim;Visual Studio Code;WebStorm;Xcode;Zed
Nano;Neovim;Vim;Visual Studio Code;WebStorm;Xcode;Zed
NA NA
Google Gemini;Ollama
Tailwind CSS 4;SwiftData;Google Gemini;Ollama
Google Gemini;Ollama
null
null
Android;Debian;Fedora
Windows;MacOS;Ubuntu;iOS;Linux (non-WSL);Fedora
GitHub;GitLab;Google Workspace;Markdown File;Miro;Notion
Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Notion;Trello
GitHub;GitLab;Google Workspace;Markdown File;Miro;Notion
Taiga NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Facebook NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
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
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Customer service support;Marketing
Language processing;Personalized agent creation
null
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
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 InfoS...
I have concerns about the security and privacy of data when using AI agents.
null
Redis
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;AgentGPT;Auto-GPT
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
Software architecture design
14,476
3
29,077
29,078
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.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification)
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
29,078
29,079
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
7
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Lack of or sub-par API NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
5
2
Nigeria
NGN Nigerian naira
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
A few times per month or weekly
Between 1 and 3 years
A few times per month or weekly
Videos
Comment on Q&A posts NA
Yes, definitely
About half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers
null
Project planning;Writing code;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Testing code;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Predictive analytics;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Vector databases for AI applications;MCP servers
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...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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
null
Redis;Fireproof;LanceDB;Qdrant;ChromaDB;supabase;Milvus;Zep;LangMem
2
null
null
null
null
null
null
null
null
null
6
29,079
29,080
I code primarily as a hobby
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
30
Other (please specify):
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;TypeScript
null
null
NA NA
Yes
PostgreSQL;SQLite
null
null
NA NA
Yes
Ansible;Docker;Make;npm;Pacman;pnpm;Vite
Amazon Web Services (AWS)
null
NA NA
Yes
FastAPI;Flask;Node.js;Svelte
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Pydantic;uv
Shadcn/ui;uv
uv
null
null
Arch
Windows
GitHub;GitLab;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning
Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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 se...
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 h...
As usual, developers will require more skills, not less.
null
null
29,080
29,081
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
22
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,081
29,082
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, back-end
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
3
3
Ecuador
USD United States dollar
10,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
PHP;Rust;Scala
Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Astro;Deno;Django;Express;FastAPI;Next.js;Node.js;React;WordPress
NestJS;Axum
null
Hono NA
Yes
Bolt;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Visual Studio Code
null
null
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;LangGraph;Ultralytics
null
null
null
null
MacOS;iOS
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
10,000
8
29,082
29,083
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
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
6
Developer, front-end
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
null
United States of America
USD United States dollar
170,000
Yes
Bash/Shell (all shells);JavaScript;TypeScript
Bash/Shell (all shells);Go;JavaScript;TypeScript
Bash/Shell (all shells);JavaScript;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Docker;Yarn
Amazon Web Services (AWS);Docker;Yarn
Amazon Web Services (AWS);Docker;Yarn
NA NA
Yes
React
React
React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
Windows;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 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
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Testing code;Search for answers
null
I don’t use AI tools regularly
no
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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
Basic AI Agents, Advanced JS/React code patterns
170,000
9
29,083
29,084
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
Engaged in paid work (less than 10 hours per week)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Games or coding challenges
3
Developer, game or graphics
I don’t know
Individual contributor
In-person
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
29,084
29,085
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
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);Stack Overflow or Stack Exchange;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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training
6
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
9
4
Brazil
BRL Brazilian real
50,400
Yes
HTML/CSS;Java;JavaScript;PHP;Python;TypeScript
Dart;Elixir;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;TypeScript
HTML/CSS;Java;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;MySQL;Oracle;PostgreSQL
Elasticsearch;MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL
NA NA
Yes
Docker;Firebase;Homebrew;npm;Pip;Yarn
Docker;Firebase;Homebrew;Kubernetes;npm;Pip;Yarn
Docker;Firebase;Homebrew;npm;Pip;Yarn
NA NA
Yes
Laravel;NestJS;Next.js;Node.js;React;Spring Boot
NestJS;Next.js;Node.js;React;Spring Boot
NestJS;Next.js;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
MacOS;Android;iOS
Confluence;GitHub;Jira;Miro;Obsidian
Confluence;GitHub;Jira;Obsidian
Confluence;GitHub;Jira;Obsidian
Excalidraw Excalidraw
Stack Overflow;Reddit;Medium
Stack Overflow;Reddit
Stack Overflow;Reddit
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
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Definitely not
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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 a...
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
null
9,175
3
29,085
29,086
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
Caring for dependents (children, elderly, etc.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
5
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)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Ethical concerns NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
null
null
C#
C#;HTML/CSS;PHP;SQL
C#
NA NA
Yes
Oracle
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Oracle
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
null
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Search for answers
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;Learning new concepts or technologies
Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
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.;Write in the most significant benefit if not listed above.
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.;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...
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I 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
Creatively, open mind
null
null
29,086
29,087
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
17
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
180,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
C++;Go;Kotlin;Python;Rust
null
NA NA
Yes
MariaDB;MySQL;Redis
MongoDB;PostgreSQL;SQLite
null
NA NA
Yes
Composer;Docker;npm;Vite;Webpack
Amazon Web Services (AWS);Kubernetes
null
NA NA
Yes
Laravel;Next.js;Node.js;Nuxt.js;Vue.js;WordPress
React
null
NA NA
Yes
PhpStorm;Vim
Claude Code;Xcode
null
NA NA
Tailwind CSS 4
Large Language Model;Google Gemini
null
null
null
MacOS;Android
MacOS;Ubuntu
GitHub;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky
Bluesky
Bluesky
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
Chat (people)
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat trust
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;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
No.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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 Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding the best and most efficient way of CONNECTING DIFFERENT SYSTEMS. There's a ton of ways to accomplish one task (connect A to B to C), but there are far better and far worse options, and the worse options can have huge technical debt. AI can possibly connect A, B, and C, but the code and way it goes about ...
180,000
3
29,087
29,088
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
26
Developer, front-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Actively maintained
Availability of better alternatives NA
Insurance
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
7
null
United States of America
USD United States dollar
182,000
Yes
C#;C++;HTML/CSS;PowerShell
C#
C#
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
Writing code;Documenting code;Debugging or fixing code;Testing code
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Other Industry purpose (write in):
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Snyk
null
GitHub Copilot
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Customer empathy
182,000
3
29,088
29,089
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Transitioning to retirement (gradually reducing work hours)
null
null
null
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
29,089
29,090
I am learning to code
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
8
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
2
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Transportation, or Supply Chain
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
2
Ukraine
UAH Ukrainian hryvnia
240,000
null
Java;Kotlin
Java;Kotlin
Java;Kotlin
NA NA
null
Cloud Firestore;Firebase Realtime Database;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
NA NA
Yes
Firebase;Gradle
Firebase;Gradle
Firebase;Gradle
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;iOS
Windows;Android;iOS
GitHub;GitLab;Jira;Notion
GitHub;GitLab;Jira;Notion
GitHub;GitLab;Jira;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
Comment on Q&A posts NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5,752
null
29,090
29,091
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Computer Systems Design and Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,091
29,092
I am learning to code
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
3
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
AI integration or AI Agent capabilities NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
3
Poland
PLN Polish zloty
null
Yes
C#;HTML/CSS;JavaScript;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
npm;Vite
null
null
NA NA
Yes
ASP.NET;Node.js;React
Angular;AngularJS
null
NA NA
Yes
Notepad++;Rider;Visual Studio;WebStorm
Rider;Visual Studio;WebStorm
Rider;Visual Studio;WebStorm
NA NA
Tailwind CSS 4
null
null
null
null
MacOS;iOS
Windows;MacOS
Azure Devops;GitHub;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
Neutral
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;Search for answers
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics;Generating content or synthetic data
Debugging or fixing code
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
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 improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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.;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
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Ability to personalize projects to specific environments and needs
null
null
29,092
29,093
I am a developer by profession
35-44 years old
Primary/elementary school
Employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
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 transitioned into a new career and/or industry voluntarily
1
1
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Delphi;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
Delphi;HTML/CSS;JavaScript;PHP
Delphi;HTML/CSS;JavaScript;PHP
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Pacman
null
null
NA NA
Yes
jQuery;Next.js;Node.js;React;WordPress
WordPress
WordPress
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
null
null
RAD Studio, Delphi RAD Studio, Delphi
.NET 8 or higher;Tailwind CSS 4;hostinger;Large Language Model;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Red Hat;Fedora;ChromeOS;Pop!_OS
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Microsoft Planner;Stack Overflow for Teams;Trello;Wikis
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Videos;Direct messaging of users
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
29,093
29,094
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);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
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 Exch...
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
15
7
South Africa
ZAR South African rand
768,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C#;C++;Go;Groovy;MicroPython;OCaml;Python;Ruby;Rust;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C#;Python;Ruby;TypeScript;Visual Basic (.Net)
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MySQL;PostgreSQL;Redis;SQLite;Supabase
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Dynamodb;Elasticsearch;Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Cockroachdb;Amazon Redshift
Elasticsearch;Firebase Realtime Database;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Gradle;Homebrew;Kubernetes;Make;MSBuild;npm;NuGet;Pip;Poetry;Supabase;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;MSBuild;npm;Pip;Supabase;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Homebrew;Kubernetes;Make;MSBuild;npm;Pip;Supabase;Vite;Webpack;Yarn
uv uv
Yes
ASP.NET;ASP.NET Core;Blazor;Django;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;React;Ruby on Rails
ASP.NET Core;Django;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;React;Ruby on Rails;Svelte;Vue.js;WordPress
ASP.NET Core;Django;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;React;Ruby on Rails
NA NA
Yes
Android Studio;IntelliJ IDEA;Lovable.dev;Nano;Notepad++;PyCharm;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Neovim;PyCharm;Rider;RustRover;Sublime Text;Vim;Visual Studio Code;WebStorm
IntelliJ IDEA;Lovable.dev;PyCharm;Rider;Sublime Text;Vim;Visual Studio Code;WebStorm
NA NA
.NET 8 or higher;Large Language Model;Pydantic;Google Gemini;Ollama;uv
.NET 8 or higher;c++23;Large Language Model;Pydantic;Google Gemini;Ollama;uv
.NET 8 or higher;Large Language Model;Pydantic;Google Gemini;Ollama;uv
null
null
Windows;iOS;iPadOS
Windows;MacOS;Ubuntu;Android;iOS;Debian;Linux (non-WSL)
Azure Devops;Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Obsidian;Trello;Wikis
Azure Devops;Clickup;Confluence;Doxygen;GitHub;GitLab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Monday.com;Notion;Obsidian;Wikis
Azure Devops;Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Debugging or fixing code
Writing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
Nope. I only discovered what that was in the last month or so. It is not appealing to me but I can see it being useful for boilerplate and prototyping
null
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Cybersecurity
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
null
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 h...
Computer Science foundations, debugging and critical analysis, keeping up to date with AI technology and its impact on the industry, at least one high level language and one low level language, software architecture especially microservices architecture and gRPC + Protocol Buffers, critical thinking and problem solving...
43,299
0
29,094
29,095
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
30
Developer, back-end
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
29,095
29,096
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
35
Developer, back-end
100 to 499 employees
People manager
Remote
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
5
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
120,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;Rust
HTML/CSS;Java;Rust
HTML/CSS;Java;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA
Eclipse
Eclipse
Helix Helix
null
null
null
null
null
Fedora
Fedora
GitHub;Google Workspace;Jira;Wikis;YouTrack
Wikis;YouTrack
Wikis;YouTrack
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow
Stack Overflow
Mastodon Mastodon
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
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, and I consider vibe coding to be the exact opposite of software engineering.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
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 h...
Anything involving actual thinking and comprehension.
163,370
6
29,096
29,097
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)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
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
29,097
29,098
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
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
7
Support engineer or analyst
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Energy
null
Yes
I have neither consider or transitioned into a new career or industry
2
4
United States of America
USD United States dollar
90,000
Yes
Bash/Shell (all shells);Java;JavaScript;MicroPython;Python
Bash/Shell (all shells);C++;MicroPython
Bash/Shell (all shells);MicroPython
NA Julia
Yes
Microsoft SQL Server;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Express
Express
Express
NA NA
Yes
Android Studio;Notepad++;PyCharm;Visual Studio;Visual Studio Code;WebStorm
PyCharm;Visual Studio Code;WebStorm
PyCharm;Visual Studio Code;WebStorm
NA NA
.NET 8 or higher
null
null
null
null
Windows;Android
Windows;Android;iOS
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Search for answers
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
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
Only when working in new languages. My first front-end was vibe-coded.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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 the quality of my code.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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 have ethical or security concerns about code
null
90,000
null
29,098
29,099
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
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
DevOps engineer or professional
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Media & Advertising Services
Expert mentors NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
5
United States of America
USD United States dollar
150,000
Yes
Go;Python;TypeScript
Go;Python;TypeScript
Go;Python;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Pip;pnpm;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Terraform
uv, mise, Oracle Cloud NA
Yes
Express;FastAPI;Flask;Ruby on Rails
ASP.NET Core;Blazor;Express;FastAPI;Ruby on Rails
Express;FastAPI;Ruby on Rails
FastHTML FastHTML
Yes
Lovable.dev;Visual Studio Code;Xcode;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Large Language Model;Amazon Bedrock;RAG;Google Gemini
Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini
Large Language Model;Amazon Bedrock;RAG;Google Gemini
null
null
MacOS
MacOS
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Reddit;Hacker News;LinkedIn
Reddit;Hacker News
Reddit;Hacker News
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Unsure
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Predictive analytics
Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Cybersecurity
Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server;pgvector;mem0
Strands, Nova
Ollama;Amazon Bedrock Agents
null
Wiz
null
ChatGPT;GitHub Copilot;Google Gemini;Lovable.dev
Zed
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
System design, talking to users, business acumen
150,000
8
29,099
29,100
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 (part-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);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);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)
6
Student
I don’t know
Individual contributor
In-person
No
School
Connected to an open-source project NA
Availability of better alternatives NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
4
6
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PowerShell;Python;Rust
Bash/Shell (all shells);C++;Go;HTML/CSS;Kotlin;Lua;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);HTML/CSS;Lua;Python;Rust
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Pip;pnpm;Poetry
Cargo;Docker;Make;Ninja;Pip;pnpm
Pip;pnpm
uv, dnf, winget uv, dnf, winget
Yes
Node.js
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;PyCharm;Visual Studio Code
IntelliJ IDEA;Neovim;Notepad++;PyCharm;Visual Studio Code
IntelliJ IDEA;Neovim;Notepad++;PyCharm;Visual Studio Code
NA NA
uv
uv
uv
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Fedora
Windows;Windows Subsystem for Linux (WSL);Fedora
GitHub;Markdown File;Obsidian;Wikis
GitHub;GitLab;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Long-form articles
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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 h...
All of them.
null
null